{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Predicting Crashes in Financial Markets - RNN LSTM\n",
    "- Datasets: S&P500 (USA), Nikkei225 (Japan), SSE (Shanghai/China), HSI (Hong Kong), BSESN (India), SMI (Switzerland), BVSP (Brazil)\n",
    "- Model: RNN LSTM (stateful)\n",
    "- Response variable: Crash within 1, 3 and 6 months (0: no, 1: yes)\n",
    "- Crash definition: Drawdown in 99.5% quantile\n",
    "- Sequence: price changes over past 5 trading days"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import gridspec\n",
    "from keras import Sequential\n",
    "from keras.layers import Dense, Activation, Dropout, LSTM\n",
    "from sklearn import metrics\n",
    "from datetime import datetime, timedelta\n",
    "from pylab import rcParams\n",
    "import os\n",
    "import importlib\n",
    "import sys\n",
    "import warnings\n",
    "if not sys.warnoptions:\n",
    "    warnings.simplefilter('ignore')\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models')\n",
    "from prepare_data_RNN import DataLoader\n",
    "from evaluate_results import EvaluateResults"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -------------------- data preparation -------------------- #\n",
    "os.chdir('../data')\n",
    "datasets_original = ['^GSPC.csv', '^N225.csv', 'SSE.csv', '^HSI.csv', '^BSESN.csv',\\\n",
    "                     '^SSMI.csv', '^BVSP.csv']\n",
    "dataset_names = ['S&P 500', 'N225', 'SSE', 'HSI', 'BSESN', 'SMI', 'BVSP']\n",
    "data = DataLoader(datasets_original, dataset_names)\n",
    "\n",
    "# specify drawdown thresholds for crashes (determined in exploration.ipynb):\n",
    "# crashes according to Jacobsson:\n",
    "crash_thresholds = [-0.0936, -0.1101, -0.1269, -0.1470, -0.1703, -0.1106, -0.2344]\n",
    "# crashes according to Sornette:\n",
    "# crash_thresholds = [-0.1053, -0.1495, -0.1706, -0.2334, -0.1563, -0.1492, -0.2264]\n",
    "datasets_revised, crashes = data.get_data_revised(crash_thresholds)\n",
    "\n",
    "months = [1, 3, 6]      # <-- predict if crash n months ahead\n",
    "sequence = 5            # <-- number of days lookback as input(only if select_features=False)\n",
    "additional_feat = False # <-- add mean price change and vol for 4 time widnows over 252 days\n",
    "batch_size = 60         # <-- batch size needs to be specified to satisfy stateful=True\n",
    "dfs_x1, dfs_x2, dfs_y = data.get_df_xy(months=months, sequence=sequence, \\\n",
    "                            batch_size=batch_size, additional_feat=additional_feat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_1 (LSTM)                (60, 5, 50)               10400     \n",
      "_________________________________________________________________\n",
      "lstm_2 (LSTM)                (60, 50)                  20200     \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (60, 3)                   153       \n",
      "=================================================================\n",
      "Total params: 30,753\n",
      "Trainable params: 30,753\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# -------------------- RNN LSTM model -------------------- #\n",
    "model_name = 'RNN LSTM'\n",
    "neurons = 50\n",
    "dropout = 0\n",
    "optimizer = 'adam'\n",
    "loss = 'binary_crossentropy'\n",
    "activation = 'sigmoid'\n",
    "stateful = True\n",
    "inp_dim = 1   # <-- 1 if price change only, 2 if volatility as well\n",
    "inp_tsteps = sequence + 4 * additional_feat\n",
    "def rnn_lstm(inp_tsteps, inp_dim, neurons, dropout):\n",
    "    model = Sequential()\n",
    "    model.add(LSTM(neurons, batch_input_shape=(batch_size, inp_tsteps, inp_dim), \\\n",
    "            stateful=stateful, return_sequences=True))\n",
    "    model.add(LSTM(neurons, stateful=stateful, return_sequences=False))\n",
    "    model.add(Dense(3, activation=activation))\n",
    "    return model\n",
    "model = rnn_lstm(neurons=neurons, inp_tsteps=inp_tsteps, inp_dim=inp_dim, dropout=dropout)\n",
    "model.compile(loss=loss, optimizer=optimizer)\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train RNN LSTM - val data: N225\n",
      "Train RNN LSTM - val data: SSE\n",
      "Train RNN LSTM - val data: HSI\n",
      "Train RNN LSTM - val data: BSESN\n",
      "Train RNN LSTM - val data: SMI\n",
      "Train RNN LSTM - val data: BVSP\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train and test RNN LSTM model -------------------- #\n",
    "epochs = 40\n",
    "test_data = 'S&P 500'\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "training_set_names = list(dataset_names)\n",
    "training_set_names.pop(index_test)\n",
    "dfs_x1_training = list(dfs_x1)\n",
    "dfs_x1_training.pop(index_test)\n",
    "dfs_x2_training = list(dfs_x1)\n",
    "dfs_x2_training.pop(index_test)\n",
    "dfs_y_training = list(dfs_y)\n",
    "dfs_y_training.pop(index_test)\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models/model_weights/')\n",
    "\n",
    "for val_data in training_set_names:\n",
    "    model = rnn_lstm(neurons=neurons, inp_tsteps=inp_tsteps, inp_dim=1, dropout=dropout)\n",
    "    model.compile(loss=loss, optimizer=optimizer, metrics=['accuracy']) \n",
    "    print('Train ' + str(model_name) + ' - val data: ' + str(val_data))\n",
    "    for e in range(epochs):\n",
    "        np_train_x_l, _, np_train_y_l = data.get_train_stateful(dfs_x1_training, dfs_x2_training,\\\n",
    "            dfs_y_training, training_set_names, test_data=val_data)\n",
    "        i = 0\n",
    "        for np_tr_x, np_tr_y in zip(np_train_x_l, np_train_y_l):\n",
    "            i += 1\n",
    "            x_tr = np.expand_dims(np_tr_x, axis=2)\n",
    "            y_tr = np_tr_y.astype(int)\n",
    "            model.fit(x_tr, y_tr, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)\n",
    "            model.reset_states()\n",
    "            if (e + 1) % 10 == 0 and i == len(np_train_x_l):\n",
    "                model.save_weights('stateful_all_{0}_{1}.hdf5'.format(val_data, e + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31320/31320 [==============================] - 2s 69us/step\n",
      "13080/13080 [==============================] - 1s 42us/step\n",
      "38820/38820 [==============================] - 1s 35us/step\n",
      "5580/5580 [==============================] - 0s 40us/step\n",
      "36720/36720 [==============================] - 1s 36us/step\n",
      "7680/7680 [==============================] - 0s 37us/step\n",
      "39300/39300 [==============================] - 1s 38us/step\n",
      "5100/5100 [==============================] - 0s 49us/step\n",
      "37560/37560 [==============================] - 1s 39us/step\n",
      "6840/6840 [==============================] - 0s 38us/step\n",
      "38280/38280 [==============================] - 1s 35us/step\n",
      "6120/6120 [==============================] - 0s 41us/step\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Load weights and predict results -------------------- #\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models/model_weights/')\n",
    "epoch = 40 # <-- change to load model weights from previous epochs\n",
    "y_train_all, y_val_all = [], []\n",
    "y_pred_train_all, y_pred_val_all = [], []\n",
    "for val_data in training_set_names:\n",
    "    np_x_train, _, np_y_train, np_x_val, _, np_y_val = \\\n",
    "        data.get_train_test(dfs_x1_training, dfs_x2_training, dfs_y_training, \\\n",
    "                training_set_names, test_data=val_data)\n",
    "    y_train_all.append(np_y_train)\n",
    "    y_val_all.append(np_y_val)\n",
    "    model.load_weights('stateful_all_{0}_{1}.hdf5'.format(val_data, epoch))\n",
    "    y_pred_train = model.predict(np_x_train, batch_size=batch_size, verbose=True) \n",
    "    y_pred_train_all.append(y_pred_train)\n",
    "    y_pred_val = model.predict(np_x_val, batch_size=batch_size, verbose=True)\n",
    "    y_pred_val_all.append(y_pred_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1008x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Find best threshold -------------------- #\n",
    "month_prediction = 3\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "y_train_all_ = [y[:, index_month] for y in y_train_all]\n",
    "y_val_all_ = [y[:, index_month] for y in y_val_all]\n",
    "y_pred_train_all_ = [y[:, index_month] for y in y_pred_train_all]\n",
    "y_pred_val_all_ = [y[:, index_month] for y in y_pred_val_all]\n",
    "beta = 2\n",
    "rcParams['figure.figsize'] = 14, 4\n",
    "eval_ = EvaluateResults(y_train_all_, y_val_all_, y_pred_train_all_, y_pred_val_all_, model_name, test_data)\n",
    "eval_.find_threshold(beta=beta, threshold_min=0.005, threshold_max=0.15, resolution=40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RNN LSTM\n",
      "\n",
      "\n",
      "Predict crash in:               3 months\n",
      "Threshold for positives:        0.07\n",
      "Number of features:             10\n",
      "Number of rows in training set: 44400\n",
      "Number of epochs:               40\n",
      "Sequence length:                5\n",
      "Number of neurons/layer:        50\n",
      "Batch size:                     60\n",
      "Optimizer:                      adam\n",
      "Loss function:                  binary_crossentropy\n",
      "\n",
      "\n",
      "Results for each train/val split:\n",
      "                       N225   SSE   HSI  BSESN   SMI  BVSP\n",
      "positive actual train  0.04  0.04  0.04   0.04  0.04  0.04\n",
      "positive pred train    0.15  0.14  0.17   0.14  0.14  0.22\n",
      "precision train        0.15  0.14  0.12   0.15  0.13  0.10\n",
      "recall train           0.51  0.42  0.47   0.45  0.42  0.51\n",
      "accuracy_train         0.85  0.86  0.83   0.86  0.85  0.78\n",
      "score_fbeta train      0.34  0.30  0.30   0.32  0.29  0.28\n",
      "positive actual val    0.05  0.04  0.04   0.04  0.05  0.04\n",
      "positive pred val      0.17  0.14  0.17   0.14  0.14  0.18\n",
      "precision val          0.08  0.16  0.10   0.13  0.16  0.14\n",
      "recall val             0.30  0.53  0.38   0.46  0.45  0.58\n",
      "accuracy val           0.81  0.87  0.82   0.86  0.85  0.83\n",
      "score fbeta val        0.20  0.36  0.24   0.30  0.33  0.35\n",
      "\n",
      "\n",
      "Results - average over all train/val splits:\n",
      "Positive train cases actual:            0.04\n",
      "Positive train cases predicted:         0.16\n",
      "Avg precision train (model/random):     0.13 / 0.04\n",
      "Avg recall train (model/random):        0.46 / 0.16\n",
      "Avg accuracy train (model/random):      0.84 / 0.81\n",
      "Score train fbeta:                      0.3 / 0.1\n",
      "Positive validation cases actual:       0.04\n",
      "Positive validation cases predicted:    0.16\n",
      "Avg precision validation (model/random):0.13 / 0.04\n",
      "Avg recall validation (model/random):   0.45 / 0.16\n",
      "Avg accuracy validation (model/random): 0.84 / 0.81\n",
      "Score validation fbeta:                 0.3 / 0.1\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Evaluate results -------------------- #\n",
    "threshold = 0.07\n",
    "beta = 2\n",
    "print(model_name)\n",
    "print('\\n')\n",
    "print('Predict crash in:               ' + str(month_prediction) + ' months')\n",
    "print('Threshold for positives:        ' + str(threshold))\n",
    "print('Number of features:             ' + str(dfs_x1[0].shape[1] + dfs_x2[0].shape[1]))\n",
    "print('Number of rows in training set: ' + str(len(y_pred_train_all[0]) + len(y_pred_val_all[0])))\n",
    "print('Number of epochs:               ' + str(epoch))\n",
    "print('Sequence length:                ' + str(sequence))\n",
    "print('Number of neurons/layer:        ' + str(neurons))\n",
    "print('Batch size:                     ' + str(batch_size))\n",
    "print('Optimizer:                      ' + str(optimizer))\n",
    "print('Loss function:                  ' + str(loss))\n",
    "print('\\n')\n",
    "eval_.training_results(threshold, training_set_names, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train model for testing RNN LSTM\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Train model on all training data for testing -------------------- #\n",
    "epochs = 40\n",
    "test_data = 'S&P 500'\n",
    "index_test = [i for i, name in enumerate(dataset_names) if name == test_data][0]\n",
    "os.chdir('/home/roman/Documents/Projects/Bubbles/models/model_weights/')\n",
    "\n",
    "#for val_data in training_set_names:\n",
    "model = rnn_lstm(neurons=neurons, inp_tsteps=inp_tsteps, inp_dim=1, dropout=dropout)\n",
    "model.compile(loss=loss, optimizer=optimizer, metrics=['accuracy']) \n",
    "print('Train model for testing ' + str(model_name))\n",
    "for e in range(epochs):\n",
    "    np_train_x_l, _, np_train_y_l = data.get_train_stateful(dfs_x1, dfs_x2,\\\n",
    "        dfs_y, dataset_names, test_data=test_data)\n",
    "    i = 0\n",
    "    for np_tr_x, np_tr_y in zip(np_train_x_l, np_train_y_l):\n",
    "        i += 1\n",
    "        x_tr = np.expand_dims(np_tr_x, axis=2)\n",
    "        y_tr = np_tr_y.astype(int)\n",
    "        model.fit(x_tr, y_tr, epochs=1, batch_size=batch_size, verbose=0, shuffle=False)\n",
    "        model.reset_states()\n",
    "        if (e + 1) % 5 == 0 and i == len(np_train_x_l):\n",
    "            model.save_weights('stateful_final_{0}_{1}.hdf5'.format(test_data, e + 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test results (test set: S&P 500):\n",
      "Positive test cases actual:         0.04\n",
      "Positive test cases predicted:      0.13\n",
      "Precision test (model/random):      0.13 / 0.04\n",
      "Recall test (model/random):         0.4 / 0.13\n",
      "Accuracy test (model/random):       0.87 / 0.84\n",
      "Score test fbeta:                   0.28 / 0.09\n"
     ]
    }
   ],
   "source": [
    "# -------------------- Test model -------------------- #\n",
    "test_data = 'S&P 500'\n",
    "epoch = 40\n",
    "threshold = 0.07\n",
    "month_prediction = 3   # <-- predict crash in 1, 3 or 6 months\n",
    "index_month = [i for i, m in enumerate(months) if m == month_prediction][0]\n",
    "_, _, _, np_x1_test, _, np_y_test = \\\n",
    "    data.get_train_test(dfs_x1, dfs_x2, dfs_y, dataset_names, test_data=test_data)\n",
    "#np_x_test = np.concatenate([np_x1_test, np_x2_test], axis=2)\n",
    "model.load_weights('stateful_final_{0}_{1}.hdf5'.format(test_data, epoch))\n",
    "y_pred_test = model.predict(np_x1_test, batch_size=batch_size)[:, index_month]\n",
    "y_test = np_y_test[:, index_month]\n",
    "y_pred_test_bin = eval_.test_results(y_test, y_pred_test, threshold, beta=beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Jk+jTpw+XXXYZTz31FCDmAV999RUA06dPByAnJ4dhw4bx9ttv07NnT3bu3EmNGjWYNGkSderUYf78+ezdu5c+ffowaNAgDXGmKIqiKEqVZs/eYH3x1j01qFNOfSkqmkkvDC1atKBPnz4AXHzxxQeE4mHDhuWru2LFCpo0aULPnj0BqF27NgkJCXz66ae88sordOnShWOOOYaMjAx+/fXXsrsIRVEURVGUcmDtxuocUm8fHz68EoCMPTXLuUexUxI2yKVCNJre0iI0HJnbrlWrVr661tqw4custTz++OMMHjy4dDqpKIqiKIpSwdiTbfgwrS6XnJ7BIfVyAfh9Zwo9ksq5YzGiGuQwrFu3jrlz5wLw5ptv0rdv34h127Zty4YNG5g/fz4AmZmZ5ObmMnjwYJ5++mn27dsHwC+//MLu3btLv/OKoiiKoijlxOoN1dmzN45+3TLp1jaL5PgsPv6lDQD798PVV8N335VzJ6NABeQwHH300bz88st06tSJrVu3cs0110SsW61aNd5++21uuOEGOnfuzMknn0x2djZXXHEF7dq1o1u3bnTo0IGrr76a3NzcMrwKRVEURVGUsuWPbWKccGiDXJKqW46rs5zFmw8F4Mcf4bnn4KSTyrOH0VFhTSzKk7i4OJ555pmgfWvWrAnanuyL5dezZ0/mzZuXr517772Xe++9tzS6qCiKoiiKUuHIzhHda1K1/QAkx+9hY66Im126SJ1du+Ddd+G888qli1GhGmRFURRFURSlRMgORLBIqi4Cco34vWTn5tfHOmG5oqICcgipqaksXbq0vLuhKIqiKIpS6fA0yFaWcTns2ZcYVOfII6FVq3yHVihUQFYURVEURVFKhL05AQ1ywMSiRlwO2bkJZOVKdr177oGVKyFMALAKhQrIiqIoiqIoSszs3w9//3dzVq73MuU5DXL1gAa5Znw2u/clsn53fQAOO6zs+1kUVEBWFEVRFEVRYubnNUk88kZjzru15YF92SEa5HoJu8jOTeTXnY0BaNGi7PtZFFRAVhRFURRFUYrM4l9qsl/kYbL3BmyQq4sGuX5iJgCfbWwPQMuW+Y+viFTsMG/z5sH27SXXXt26cOyxUVcfP348ycnJjBkzpuT6EGDNmjV88803XHjhhSXetp/u3bszd+5cqlWrVqrnSU1NZcGCBTRs2LBUz6MoiqIoSsVg5+74A+vvfFaPCwZvY+8+0SBXTxSJ2QnIS7c1p3btyqNBrtgC8vbtcMghJdfeH3+UXFvFZM2aNbzxxhsxC8h5eXnEx8cXXjFwjmbNmsUsHOfm5pKQULFvDUVRFEVRyo8fVyZx3KVtD2xP+m9DLhi8jey9ccTHW5wYUS9BBOTfs+pRs2Z59LRoqIlFCPfccw9HHXUUAwcOZMWKFQf2L168mGOPPZZOnTpx9tlns23bNrZs2UL37t0BWLJkCcYY1q1bB8CRRx5JVlYWI0eOZPTo0fTu3ZuWLVvy3nvvATB27FjmzJlDly5deOSRR5g8eTLXX3/9gfOdccYZpKWlAZCcnMydd97JMcccw9y5c0lNTWXcuHF069aNjh078vPPP4e9lk8++YRTTjkl3/758+fTu3dvOnfuTK9evcjMzGTy5Mmcd955nHnmmQwaNIhdu3Zx0kknHTjHf//7XwB2797N6aefTufOnenQoQNvv/32gXYff/zxQvukKIqiKErlp9MF7YO2aybtZ/b3ydz7UpMD9sfgaZB/z6pLjRpl2sVioQKyj4ULF/LWW2+xaNEipkyZwvz58w+UXXLJJTzwwAP88MMPdOzYkQkTJtCoUSOys7PZuXMnc+bMoUePHsyZM4e1a9fSqFEjagaGShs3buSrr77i448/ZuzYsQDcf//9HH/88SxevJibbrqpwH7t3r2bDh068O2339K3b18AGjZsyPfff88111zDww8/HPa46dOn5xOQc3JyGDZsGI899hhLlixh5syZ1AjcsXPnzuXll1/miy++ICkpiQ8++IDvv/+eL7/8kptvvhlrLdOnT6dp06YsWbKEpUuXBrUfTZ8URVEURal6pNTKo/9VRwFeDGTwBORduTVUQK6szJkzh7PPPpuaNWtSu3Zt/vKXvwCwY8cOtm/fTv/+/QEYMWIEs2fPBqB37958/fXXzJ49m9tvv53Zs2czZ84cjj/++APtDhkyhLi4ONq1a8fmzZtj7ld8fDznnHNO0L6hQ4cCYmMcmgYbRBBOT0+nZYg1/IoVK2jSpAk9e/YEoHbt2gfMKU4++WTq15cwLNZabr/9djp16sTAgQP5/fff2bx5Mx07dmTmzJnceuutzJkzhzp16kTdJ0VRFEVRKjd9+sDQu7vQsO6+A/vat9xzwDkPILlm3oH1hok7MARCvqmJReXFxBi5+vjjjz+gNT7rrLNYsmQJX331Ff369TtQp3p1Lz6gtTZcMyQkJLB/vzclkZ2dfWA9KSkpn92xazM+Pp7c3Nx87c2ZM+eAttmPtTbiNdaqVevA+uuvv84ff/zBwoULWbx4MY0bNyY7O5s2bdqwcOFCOnbsyG233cZdd90VdZ8URVEURam8bNsG33wDH3xzKHn7RZa497rfWb4mife/qHegXo3qnjyTnJBNy3rbAKhXj0qDCsg++vXrxwcffMCePXvIzMxk6tSpANSpU4d69eoxZ84cAF599dUD2uR+/frx2muv0bp1a+Li4qhfvz7Tpk2jT58+BZ4rJSWFzMzMA9upqaksXryY/fv3s379er777rtiXcv06dM59dRT8+1v27YtGzZsOGA+kpmZGVaY3bFjB40aNSIxMZEvv/yStWvXArBhwwZq1qzJxRdfzJgxY/j++++L1U9FURRFUSoHCxZ469t2JnDPtb9z26Wb2L8/WPEWHyJd1kgUbXNgkrpSULFDFdStW7KRJ+rWLbC4W7duDBs2jC5dunD44YcHmUm8/PLLjBo1iqysLFq2bMlLL70EiGALHNAY9+3bl/T0dOoVMkzq1KkTCQkJdO7cmZEjR3LjjTdyxBFH0LFjRzp06EC3bt2KcaGQlpYWpN11VKtWjbfffpsbbriBPXv2UKNGDWbOnJmv3kUXXcSZZ55Jjx496NKlC23biqfqjz/+yC233EJcXByJiYk8/fTTxeqnoiiKoiiVg6eeCt5uXF8E37NP2MYHX3pyz0m9dgbVW7pFkoQMHFi6/StJTKQp/9KmR48edoF/KAIsX76co48+ulz6U5VIT0/nyiuv5JNPPinvruRDf+MqwvTp0YVgHDcOmjaFDRtgwoTwZRC+HGDsWDF4W7MGJk8ubq8VRVGUYhBqofn+g78x9MTtfDSrDmfd3OrA/h1pi6idHDCzGDsWM/MzQHSe5Z0uwRiz0Frbo7B6amJRBWnevHmFFI4VRVEURak61EkWZ7zDDs05sO/1/1vlCcch+FydKjxRCcjGmFOMMSuMMSuNMWPDlB9ujPncGPODMSbNGNO85LuqKIqiKIqilBehaaKdgNyqxd4D+446fC+RSEoqlW6VCoUKyMaYeOBJ4FSgHTDcGNMupNrDwCvW2k7AXcB9Re1QeZl8KKWP/raKoiiKUnnJygrWAteuJQJyck1PY5zaJL+AfEGHH4H8JhoVmWg0yL2AldbaVdbaHOAt4KyQOu2AzwPrX4Ypj4qkpCQyMjJUkKqCWGvJyMggqTINHxVFURRFOUBWFjRo4G2n1MrLV6duSv59r509hayLrizNrpU40USxaAas922nA8eE1FkCnAM8BpwNpBhjGlhrM/yVjDFXAVcBNG7c+EAqZV85tWrVYv369ShVj7y8PHbv3n0gZJxSicnJgWiS3gwZAomJsG9f/vquDMKXA5x/PiQnQ2oqhDwvFEVRlNLDWpg2rQnHH/8HkyYdwfnnp7Nz5zG0aLEDkCRhi3dvYkWeCMQN6meTsTWJOX+GPMvdc7zl4ZXqOR6NgBxOIR6q4h0DPGGMGQnMBn4H8gXXtdY+BzwHEsViwIABsfRVUZSKQrRRLJ56KnIUC1cGkaNYPPKIRrFQFEUpY37+GTp3Fl3I668fxcaN8NFHzQDo1asOy5ZJvVMOa3jAbGLpGytI31KNHo0bBzdWSZ/j0ZhYpAMtfNvNgQ3+CtbaDdbaodbarsA/A/t2lFgvFUVRFEVRlDJh3DgRjgE2bgwuu/RSb91vU3xow1x6tMsq/c6VEdEIyPOB1saYI4wx1YALgI/8FYwxDY0xrq3bgBdLtpuKoiiKoihKaWMtvPNO+LLRo6FXr7LtT3lRqIBsrc0FrgdmAMuBd6y1y4wxdxlj/hKoNgBYYYz5BWgM3FNK/VUURVEURVFKiXXrIpc1aQLVq5ddX8qTqFJNW2unAdNC9t3pW38PeK9ku6YoiqIoiqKUJSFJjoMo7yx4ZYlm0lMURVEURVEAmDs3cpnf5jhciLeqRFQaZEVRFEVRFKVqYi3s2QM1a0KkSKzXXQfDh8v6zvc/wxxStdXJqkFWFEVRFEU5iBkzRjLkdesGn30GPXtC165eec2a8MQTsgRIqZkXlD2vKqICsqIoiqIoykFKXh78+9+yvmgR7NghwvI338CPkiGaUaPKr3/lhZpYKIqiKIqiHKT8/nv+fcnJkJQEHTrAsmXQtm3Z96u8UQFZURRFURTlIGXr1vz7fvvNW2/Xruz6UpFQEwulyrJ9O6xYUd69UBRFUZSKy65dsjQG+veX9XPPLb/+VBRUg6xUSZYuhY4dZd3a8u2LoiiKolRUHn1UlnPmQJ8+kmI6MbF8+1QRUA2yUiVxwjHA3r3l1w9FURRFqci8/74sk5NlWa1acLzjgxUVkJVKT04OnHqq5IgHyMwMLn/qKdUiK4qiKEpBtGlT3j2oWKiArFR6pk+Xz+OPi7Z45kzZ/+KLsvz73+Htt8uvf4qiKIoSK9bCpEmwbVvpnWPrVoiLg0svhRo1Su88lREVkJVKzzffeOuTJsHUqVC3Llx8sbf/YIzhqCiKolRexo+HK66A668vnfb374cGDWSp2uP8qICsVFqshYwMeOABb9/y5bBggTgaJCbCjBliT7Vjh5pZKIqiKJWHu+6S5c6dpdN+Wpq33qBB6ZyjMqMCslJpGT0aGgZSwY8aBccdJ1l/Vq2CVq1k/6BB3kMmO7t8+qkoiqIosZCV5a3Xq1c65/ALyNWrl845KjMqICuVEmslL7zjqack48+sWbB7Nxx5pFdWu7YsN2+Wh44x8NxzZdtfRVEURYkWf/KONWvgzz9Ltv2RI+Huu73tY44p2farAiogK5WS7du99aFDRejt0MHb5xeQBw6U5XHHiQkGwEMPlX4fFUVRFKUoZGR463PmQI8exW/TWnjsMXlfvvyy7Dv0UMjNhaOOKn77VQ0VkJVKiZsaeu01eO89WfenwzzhBG+9dWvJI79pE9x/v+yrXVscExRFURSlohGa/nnt2uK3+eWXcOONwftq1YL4+OK3XRVRAVmplPztb7Ls1s0LaH7IIbJs0yZ/uBo3Wv7pJ1l+/z3cfLNXvmaNOvEpiqIo5c/y5XDiibJerVrJtbtnT/59OTkl135VQwVkpdIxbRqsXw9HHAFHH+3tP/JIGQnfc0/+Y1JTZekEZIC33pLlF19IW6+8UmpdVhRFUZSo8M+GDh1acu3u2hXdPkVQAVmpNOTlwe23w6uvynaoU0FysthSnXtu/mPDhbCpXx/eeQdOOkm2v/66ZPurKIqiKLEQOpM5YYK3XtyEIeGO1+hOkVEBWak0/PIL3Hefp/n9z3+iPzY+Hu64w9s+5RT4/ffgDHsa5kZRFEUpT7791lt/8EExGZwyRbbr1y9e286u2fnoDB8uM7JKeKISkI0xpxhjVhhjVhpjxoYpP8wY86UxZpEx5gdjzGkl31XlYGfLFm/97LM9m+NoGTfOW+/fX5KHJCWFb19RFEVRyppHHpHlvHlwyy2y3qyZV/7zz0Vve+ZMaNECPv5YtMlvvAEDBhS9vapOoQKyMSYeeBI4FWgHDDfGtAupdgfwjrW2K3AB8FRJd1SpWuTmwr59sR2zebMs+/SBF1+M/ZwJCbI891zPJnnhQkkqMmQILFokWuqFCyXEzuzZsZ9DURRFUYqKMdC4cbAJYbdu3vrEiUVr948/JIrFVVdBzZpQt25fLW2DAAAgAElEQVTx+nkwEI0GuRew0lq7ylqbA7wFnBVSxwKBdAzUATaUXBeVqkj//qK9PeOM6AOgOw3vlClF/3Pn5YndcZ8+sr1iBTRvLjEmf/1VYkH26CHa5v79xQQjL69o51IURVGUWNi0SQRkP065A/DCC7G3aa0XGtUfAlUpmITCq9AMWO/bTgdCc66MBz41xtwA1AIGhmvIGHMVcBVA48aNSfPnOVQOGrZuTeSbb0RC/d//YMKEXznnnN8LPe6771KJizucH3+cVUJxGwcA0K/fMhIT84BOB0o+/TQTSOGCC+D00zcwZswvJXHCqkNOjqfSL4ghQyAxUaYLQuu7MghfDnD++eJ9mZoanBdVURSlipGXB7NmDQDIJx9dd10znnyyNSkp+0hLi82j/PHHWzFlSnMANmz4hrS0EojtFu07ACrtc9zYQoK/GmPOAwZba68IbP8V6GWtvcFX5++BtiYaY44DJgEdrLURUzH06NHDLliwoCSuQalkzJoVbPfkEnlMnlywE8LVV8OHH0b/nywMFz/566/lvP6QcaedFuy8kJcHixdDy5alPzU1ebKYeAwfDv/+t0TuKK5zRokzfXp0RuDjxkHTprBhQ7A7tr8MwpcDjB0r6v41a+SLURRFqYB8+SV07y5JqIrKV1/B8cfLejjR7LzzYNmy4HCl0eDedSDvlhJ5n0T7DoAK9xw3xiy01haamzAaE4t0oIVvuzn5TSguB94BsNbOBZKAhtF1VansxBomZv364O1ff4WpU+HRRyMfM3EiPPdc+HBtxSUhAVJSgvd9/33w9qOPysPv9NNL/vyhXHopjBkj38nEiWIzpiiKolRMdu6UxB5nhRqfxoC1nnD82mvh69SqBbt3x9ZuaCKQmjVj79vBSjQC8nygtTHmCGNMNcQJ76OQOuuAkwCMMUcjAvIfJdlRpfywNrIQvHmz2Etdckl0ba1bB//8p9j95uQED0CXLJFlbq7YSV18sTeKHjNGlqGCbHG44w7JuNezZ/52N22SxCNu5O2y7n3zTcmdPxx+rcGsWbLcsaN0z6koiqLEzowZcNFF8OOPsl0c6wH/c/7CC8PXqVkTsrJia3fGjOBtDWcaPYUKyNbaXOB6YAawHIlWscwYc5cx5i+BajcDVxpjlgBvAiNtYbYbSqXhscdEkJw7N3/ZlCkyen71VVi1qvC2Xn1VhOT33hPz02uukf0tWohAmJUljnNpafD662KytGiRd/zjj5fEFQl33y3nM0bMo0K57DIvu169erLs3Dm2cyxdKlNi0eLPAvjmm7Lcuze2cyqKoiilz+OPS6i0vn2L39bLL8vyhReCTSL8FEVATk/31v/618htK/mJxkkPa+00YFrIvjt96z8BfUq2a0pFYOVKuOkmWe/dW2In+m1w333XW7/8crHDKoh166BRIy+EzbhxEnYtI0O0xv/9b3DMx3Xr4NZbZX3GDOjVq/jXFI64MEPFo47yvIeLmsGoY0dZ5uR4/mgF8a9/5d+3c2fRzq0oiqKULKtWiQ1v3brFszdevVoUT4ceKtvPPw+HHy6KmUjUqiUC8v794d9Z4XDvjzVrpH0lejSTnnKAjAy4914v2w7kF3gXLvTWt2wRre9118n20qWy3L0bMjNlefXVEn/Rf0yjRt52XJwIkf36yfattwafH+Czz2TZtWvRr60otG6dX7OckVG0tt54o+Dy7dth6FBv2wnWoAKyoihKebNiBXTqJKZ3gwaJ43aorwqI8FoY27eLw7fzadm/H9auFefwgjS8zn44Fr+fnTslk+xhh0V/jCKogKwc4J//lI9fK/zLL2KztGOHjJqff94rW7RI/tjnny/Zf/78Ez75BJo0EbvkqVPFse5vf/OOCRWQHW40vH69ZMkLJSEBGpay22ePHt5oHsTso1q14DrhhNVIDyt/IpTCzE9eeQU++MDbnjNHHDXOOkttkBVFUcoTayXSkrM1nj9fTPRWrMhfNxrh1Sl9nIC9ahXs2hUcSSkcTkCOxcxi507RdKtpReyogKwAIuhOnSrrH34oo1kQAblVK/mDnXee1HE2sS7BR+PGMrIGGQFnZsKePZ7t0/vvy3LOnPBB0B2hKS+3bxfPYBDHvdL+g8+cKRE13n9fBNO6dfNHzcjMFM3BjBnykNqwQabJngqTOzIz01svLDSd38747ruhTh1x/mjfXgRkTVaiVFZycuR5oCiVFX8kIfee8kelfOopT0Nb2L3+ww/ig+O45x5POdK8ecHH1qoly1giWezYUTxTkIMZFZAVAJYvF2EPJLxhaiqccooIyG3ayP4ePUQovO022XbmBg0bir1uKOPGyTInRwTrfv1kpBxOgwxizmEtPPSQOBPUrl2200J16ohJxdChMkgwBtr5kqofcYT079tv5bs59ljvO3v22fztbfAFQ9y0qeBzr1sny0mTRIvvOPxwEY79jhaKUpno1ct7sReV5cvFZlNRyoPp02WZlSXx6f3ccos4m99xh2wXJiB37izZXB133AH/+Ies16hR8LFOg5yaGlW3ycwUx3iNXFE0VEBWAIkYASIEOmbMgJ9/9hzjnDb1kUdEUPw9kPyubl0v3wPAk0+KmYV/GsifdKMwoXfMGDE5MMbTTI8cGfMllRju4eKEZRfN48cfxaQEwo/oXQSM5s0L1iD/+ad4MPfsKQ4afk1569ayfOCB/PEsFaUysGSJPC8uuqjobbRrJzabubkl1y+lZHBpjKuqKVhenpg/nHeeCLBt23pljz0GDz4o6064jXa2pGtXb4bUEa2ADAXbOu/fD1dcARdcINujRkXXJyUYFZAVwDMHWLQInngiuMzFIPY/GK67znswxMeLUNe9u2z37es53bk6zzwjyzff9Jz6osGdszxHwBMmSASKU0+VbReOB+DOQCwXv72xY9o0OaZ3b5g3L7KjXlqafP/hIli0aiXLp58W0wtFqawU5qgaCef8C5LNUqlYTJggEYgmTizvnpQOy5aJud+ZZ8q2MxFMTITRo716hQnIX33lKT+uukoc3j//HD7+2KtT2EyLP4LU9u2R623YILOR06bJ+8dFolJiQwVkhY0bRSju3FnMDK68UrK5gWhtXKizo4/2bG2fflqW7qEBMm20ZIlofZ9/Ht56S5J9OJo2lRFtLMLu4MGSbvnee4t+fcXFRdYYMkS2naOGn5Ytg7d37BAHjq5d5eUBnslJKE677ELf+fGHvNsQmr9SUcoBa6O/F7/7zltPiCqoaH7cIBs8vwel4vDtt7JcubJ8+1FauNnP3r1l6ZJbhWbNS0qSZSQB+bHHvPXmzT1h2W9y2KVLwX3p4wumu2VL+Drr1omDuaNHoQmVlUiogHwQ88038OKLnrPBXwJpX6pVk/1ZWflzvodOk374obfesqVnEpGSAsOGSVQIN+otioAXFyej3xLJHV8MkpMjOxdCsAY5PV2uOTdXzCZGjYL+/SO/QFxkjHCOFP5Yl+4BrCjlyWGHycAtmqySrs6JJ8r/oShJb/zZNkNDQCrljzOtKGoIzIqO87lxMYTr15eB36uvBtdzGuRIUSz8ShT/Pe1/rxQ2iIyPh//9T9YjCcihybRKO/pTVUYF5IOU3FwZjV5+uTiYxcfD2LHBdWrUyK/trV3bcyiDwoOVGyP1e/YsPIlIRSchAc44I3yZf7rLH67NaR3q1JGls9sGWLBABIjMTGm7MM16aMg5RSkPnMNo6OA5lPXrxTk1Pl7sNyE2R7u1a2X6+csvJZoLSMhIFZLLl337xFwgLU3WlyyR/f7fZfNmefY7Ya4q4Bdee/bMr7BwAnKkCBPr18vAcuJEUR45IjmtR8Jph8MJyNZKsi0/oZGYlOhRAbmI5OWJ/dGCBeXdk9ix1kud7HjhhWAHgILwT99EQ0qKjLhDw7hVRgYNCr9/82YRBl55Jfh7dA8/Z7LiF5B79pRBSmFxKrt1k2U0qbwVpTTxJ/0Jjczyv/95/gorV4qm+YEH5AXtpnn99sQFsW2beOqfeab4RZx7ruz/8094++1iXYJSDPbtg/vug+OPF9Oxa6/1nLH9GuR582R5//1l38fiYK18HM4Rzj2/C8JFe3IDhlDWr5ckI3//e/D7NylJTA9dmNXCcO+UcALyli0SqnTYME8poxrkoqMCchHYv1/Cvjz+ePlGV4iVPXtEGHvwQfHKdUyZEvt1XHFF/immg4HQzHqOP/+UyB0jRoQ3pXDOhsuWyfLJJ72yJ58sWCs2c6bYh3/2WXBsZUUpC/bulVBWL78s4Q0dzz4rTnNDh8rg7owzRDu2ZUtwqMItW+S/AfDbb9Gd87nngreHDPGeUa+9VuRLUYpJt27BvhQvvCDLQw8NfoY5e9vK9rzq3Vv8Xhwuhr+bwSiIBg3EzybczMqkSaJ190eJ8vPmm5FnJ8OdB8TZfds2WXcx+d3szvDhYhrSs6eEI1WKhgrIReCqq7ybedkymWqq6KxcKQ+3OnU8U4oPPxTBzjmfxcLzzwc74B0shBOQr702eNtlR/JnRWrTRuyS586Vh9n110d/znr1JE7mnj3iMKgoxcGvIYuGxx6Dhx8WAdXd28OGycu4a9dgkyIQMwp/nFcQm8v69aWdaM7/7bfBWS3bt4eXXpL1b77xTDaUsuOtt8LPAFSrJr4pO3Z4AptzVEtJKbv+FZcdO0Tz/dlnco+6LLHgRWUqjF69JAmIP+Pq3LmiUILw+QJixW/q8dFHsrz4YjHfcLOMzZvLu+K77zTFdHFQATlGFi+W0aAfF6WgojJmjMTT/flnb1+PHuKU16CBpqCMBeeo4cfFmnS4OMlff+3ti4uTAcqPP0rUkNDjbr654PO6aTIXPURRYsFaMVf46CPR5t59t5hL3Hab5zgXKVZ3qE0jeIkNwuFmSUaPlmOXLBEh6uqrZUDuH+RlZQU7NWVkyBTxBx9IyKveveXYxMTgc7z3XvD/Syl9HnrIWz/5ZBkcgdjeOgfvWbPkfnKRfqKdMSgpFiyQ6BIusUcs+COubN3qRee44QbRxEZDnz5yPzuzOPD8UMD7nkoKZ+/8+eeyfPFFeZ+HRlVSioYKyDHiBJRu3WTKxOF/eFQ0/Ek6HOPHq2BcFDp39tadJ7J/H8i0ojHBMStBXh7z5nmOSn/9q1f28MMFn7e4mciUg5udO8Xh7ayzRBC+806JXnP//WJitWqVaGzD2Yz6p87//W8RQrp1C05/ftFFnm3wihWyPOUUEQhcZBtnZuGelStXyn3tHxx26eLZct5wgzjo+R1g/eYVLi65UjZYK74SmzfDp5/Cu+/K/uefl2n8hASYMwcGDhTBrVcvUQb4zflKm3PPlUFgNPfG9u0y0Nu2Tf4Dfv+SZ57xBNtYEtw4E6TffhOTB/+9u2NHdKYasbB7t7xPXLz86dPlvRPqY6QUDRWQY2DXLgl2P2KEBPnu08ezlfvHPypmlqeffpKH1IABwYH61XC/aFSvLoLESSfB/PliP1y7dv4QdsnJ+QcgbrrRZS1s0UK0ZYVFA4DoHSgVBYKFV8if5ax2bc+56sILvVmP//wnf1uZmeKkZK2EXHQJgeLiYPJk0Vq99poXx3v5cln6Q1mBmKaBmKdZKwNGkNjqOTni4OpPqT5qlGiP/dnFLroI1qwRc43MTDEZc9P6oaxeHbs5iRKZP/6Ac87xnMSOPFK+3/POk9+paVMZQDnFkXNsK4sU4du3i5C+dq2374cfoEOHyOHQHnpIPvXry3X5cWmjb701fHz6SHToIJ9TThGTB7+gGi6MZ3H580/RFjvTJ9BoRyWJCsgx8PrrIiQ7eyII1gJWpCgDe/aI8N6+vTw8+vQRw/1588SpRoOHF53ffxc7tcMP9+yP/faSEN72zk3hTZ4sy9atZeTvt1WOhD+LoaKEkpUl3vE7dshsREKCaIj37RNt8fr1wfXr1w8OK+j8CTZulJe7897fuFHu90hpbUeM8AQhpyF23vihAnL16qLZ+/hjOZ/fd2PePGkrtH44Dj9cZsBANOODB+fv39dfi+DgEhuVBLm54rRVlhrRisSePQWnQvZHsXjwQe+ZVZzkLnv3yqxGpEGQ49NPPZMIEGH02mvF3Oeoo4KjBzlmziz8/CedFFt/QZRPbvDpcLkGSgr3fw0XOjXUHEkpOiogF8Kvv3qa4dmzxfjdn80mKckLaeNSbS5bJlqOojJ3roQ2Kg433SQ2fw73sDrmGHnIx8cXr/2Dmbi4/NphY0QYcVPU4YLFt24drI2IJfFHjRqeUFARZyqU8uWZZ+CRR+TjnNnGjxfHqrvvhhtvlH2nny6p4LdtixxhYMYMb0bEHRcpdJWfUM1VOOcgZ7f6xhvB5hJ+jfcDD3ja5Uj07eutz58viUicYP7jj56ToEtxXxT27w/+H3/0kUzhH6xRAQoTkP3fy2WXedrTwoTbgpg9W+zkBw6MXCc7Oziu8AknyMDJ2ahv3y6abT8//BBsc+yYNSvYwbQotry1auWfsSlpR7lXXxXTpfnz85epgFxyqIBcAN99J/ZwLgbnb7/Jdqhw5ITP554TrUiHDhLOZfjw4Hq//x7+hvazYYPYPvXqVby++x1YHn88f1+UkichwQtF5bIvheJs0EKTskSDC++jiRKUUFzIxdWrvZd6gwaeE4+L137nneJgtWOHzIiddlpwOnOHm6p2AmK0sYddCLCbbw7v4xCqVXY4DfeTT4q5WmFRA7p2lYGi0xrOmiX2zt98I4KDMxVZutRTVvz6q5ia/fpr9NdSo4aXDdAlSFq2rGgZASsz1opWtCABeepU+Y4WLZJ7zwnIRX1e7dvnOY76TQhCcYoDh3/wdNNNsgzV+juzj3Hj4J57xMlt61a57849V2YeXntNzEhipX37/GZzoTOMJUEkM8nKFlqvIlNIYsODG2dL9d//ipD57bfimR2KC8gNMrXkeOstmd4ZP15s7Jo3l/179+bXtmRlyZ/TxdDNzRUNRmGZ6iLhDzNz6aWqMS4rGjcWjUUke7OmTWUZ6sAXDU5AzsiIPfuSUnXZtk2i64DY8ToyMuCaa4LrNmoULKRefbU8l7p3l9jFv/0mz63Vq8URb/VqiX7hHOcKY9w4eUZGSg0fKvged5zMmLkIO/5naWHEx+dPWuSf3TvhBJmCXrBAko5MmSKCdJs2wbbJGRkijPmFmN274f/+z2vTWvE7cSxaVHU0yS7qREFmdy4qRaQ48CDCc4sW3m/i7oGiaJA3bvSelQ5r8w+6cnJkxgHETyM5WbTJ/fuLcD18uDiuOTOPp58Otr+/4grvvewwJv//Jhb69QuWA6Boz/vCiCQgF8ekRQlGNcgF4DdzGD1aHrKRbIkWLZIb9pNPgvdPmCB/bL+DXOj0y+rV4riycGFwWYsW3vYDD8h0UzRkZ4tG5qKLZDSpERDKljp1IkcIGTNGph+dw1IsuJdTJBvI7dtj0x4cbFqwqkq0L8R775VnWLt23r5Bg0QQtlYEwhdflP1//asIHD/+GFnrGw5jIgvHIOfatcu7//v2FcHqww9lO9Ysnc7uORxOmeG04f60x8uXi3A0aZJo3EPbufzy4G1jxHbamYgUx4SuonHvvRLGrKAQks4cJpaY+bVqyaxaUTTILr6vn3DOdn6nvD//FKG4fXuxHb7wQvndUlPlHbtwodglX3yxd/+VhrO6f5DmKI10z67vbsYo2ljNSvREJSAbY04xxqwwxqw0xuSbHDbGPGKMWRz4/GKM2R6uncrEH3/IQ+G007x9b78deSTYpYuYVoBoKFauFG1NnTriDOBPVblsWbDN3eDBwcb2zmlrwwb5M2/ZIlPy/ftHF/Fg0yZ54Z14YsEjfqXsqVNHXspFCcPjbJYjvaTq1cuvdYnEkiXSnhNMlMqL/xlVEM6sp39/+OIL0ayG2sGHm0Iv6Zd7rVpiU9qhA1xyiTjducgXoSETo+Hnn8Vs4uSTZfu880TYP+ssmYEbM0Yyle3b5x2zcqX8D6+4wptty8mR5aJFnkmJywgHMgB1Ib9ClRyVjUcf9bJ5usgh114bWfCfNUvum1gSXbjBUlE0yOGeSy7W74wZ0uaqVd7MxmefRTb/aNVKftPQ2d/k5Nj8QKKlbl3429/k/+ZSr0fKoFcc3MD1qKNk8OfilUdyblVip1AB2RgTDzwJnAq0A4YbY9r561hrb7LWdrHWdgEeB6aURmfLCmu9mIgnnijOd6+8UrhdsIuBOHGi2C5dfLE8lF1cUJc97YQTgjOpucQRDr/H7cKFcNdd3nZo1rZwOLut0rB7UsoP94IPDSnnJ1oPe+fB/eabxeuTUr7Mn++ZZfm1oIMHi7kPyIt69ergWY0TTvDCtYUSGlWlNLRf550n2ukOHYLv2VhMLBxHHSVC0KhRoqF+9FExFzHGi25x4YUiVDl/kXDe/87Mw2k8H3lEhCrnhN22recMNmqUtBGNwqIictNN8g764ovg942LbRzKL78ULYZvvXqxa5D/8Q8v0cc554i5S1yc/D4TJ8p7dvRoiVwBMtg68cTI7TlN6zffyDvc+YeUZoa5Rx+F++4TU4vs7ODsdyWFe7+vXi2D5Lp1RYvubOWV4hONBrkXsNJau8pamwO8BZxVQP3hQKV77W7YIPZKU6eKBnbxYgmHduONEj7JH84tErfeKn9ml4a6cWOxdbrhBtl+8EFvOuSZZ7yHtz8qQd++4oWekSEPsI0bg0MVhdpLhWPTJu/8StUhNLZtJCKF5PLjzIfChT9SKg/+Qfsnn8jz5/TTRQhwU+bDh8s0c7QsWSIaWWeaVRoCsh+nlS1K9jM/Q4eKQsE/i+I3iVuxwhOQXahFPz/8IEtna+w00sccI0qTn34KHoSceGLJJ34oC/ymCiedJMLvsGHiFxPOXGfbNtGeFyWiQ1E0yP6kW++9J6Y+rVqJ+Y/TyKane4L31KkF++oMHeqtp6TIzMKpp3rx6EsTY0pPo+tMKvwZchs0UP+UkiQaAbkZ4I+imR7Ylw9jzOHAEcAXxe9a2eJCIj33nPcAueii2J3b/AkdQgOM16ghTjDu4eyEFPcHatdOMhENHSoPFucEYq0Iyccfnz+eaTic17VqkKsWboYCRCuxdm349MAuYkEksrK8l8OiRfIJF5ZOqVwceaQ8fz7+WKbDzz5bfmuXyS5aEhNFIPn8cxGszz+/VLp7gHvuEf+KwYNLvu077wzedrNx27bJdaWlyfR89eoyMNi+XRQdPXrk16QbI+8Df6psCHbI+vLLij/onOKb342Pl+dImzaiafXHMgYZcDkTnqIIyLt3y2yVSz8eDe596E8w0r598Pe6Ywc8+6ysF2Ym0aGDzJiAXO8xx0h22S5dou9TRcSZu2hG3NIjGsV/uK8/Un6iC4D3rLVhdV3GmKuAqwAaN25Mmj9SfDliLTz//AAAVqzIZObM34AurF+/iLS0ohubZWfHATLMa9Eii7Q0CbyYkpII9OHZZ1dx4YXraNiwBzt2JHPrrd+SlrbnwPGNGhmgPwD79i2iZs0mzJtXn88+m0tiYvifYOfOBB58UOLcLF8+i19/1VRSVYmbb27CxIlHMXbsLzz2WBtq1Mhl2rSvGDeuPSBGae+++zNZWZsitvGvf3l1s7JkWvr889dzzTW/Rd+RnJzw0nkoQ4aIxOWP2RRaBuHLQaSY5GSR1CrI86KisGOHPEcApk2bzYIFUUwdxMhLLxUcYqskKa2fd9q0OE47rR+pqbvJyJgPDACgQ4elWPsnCQlw2GHdSUvbx4sv1gKq07v3r8yeHV7SPeUU6Nw5iQsvFA3GrbfCCy9kMnbsz1x+eU9atcrk+ecXhj22PPntt1pMndqUPXviAdGe1Kixj127Etm792cSE1vw+utJXHjhnAMa2csu68Hq1eLIkpGxgLS02LKkNGjQDmjEk0+u5Pzz0/OVp6fXIDFxP40b72XPnngWLqzH3r0duPLKVaxZs+6ATXTduqJ7q149j5NP3szHH3vTBNHIEaNGVWf9+g6ccMJq0tKqTpzM229vTGrq7ph/lxIh2ncAVN7nuLW2wA9wHDDDt30bcFuEuouA3oW1aa2le/futqLwv/9ZK2KytcnJ1o4aJevLlhW/7bPPtjY11drPPw/e37ixtZdfLutHHmnt8OHhj3/+eWuHDLF2/35rp02Tfr38cvi6mZnWXn211GnXrvh9VyoeH3zg3avuk5sbvH3ssbJ86y1r331X7h0/xkh5vXreMSNGxNiRTz6xdsGCwj+nn27tlVfKMlJZpPIFC6wdONDaceOK0MGqz+23y2/32Wfl3ZOKzx9/WLt5s6y7+3/xYq/8nHOC/0Nbtxbe5t691o4fH/zuAGs7dy6dayguzZpJ/1q2lD4OH+71/dNPre3ZU9ZnzpT627Z55cccY+2+fbGfMztbvu9If1/X/rJl1p55prc9aVJwvZdekv3Dhlm7YoVXb/z42PuklBDRvgMq4HMcWGCjkFOjMbGYD7Q2xhxhjKmGaInzBWExxhwF1APmloTgXlbs3+9FBbjuOnEYcdmXCgohFC1TpshUUagTQfPm3pRRRkZkO78rroAPPpBplFNOEUP8uRG+4f/8x5t2cg4MStUinH2ZSwbhAuY7p6ILLhBnqFB7S2ejOXGiN21aUGgupWJy772yLErkh4ONhg29/86bb0q4tlatvHK/2UFiYnRRZqpVk7jPM2bItnM2XLJEonOAPI8LSzP8zjul7yy7YIH3vlm1St43hx/ulfft60W1cKYN232xqJ57rmiOZtWrS+Krl18OPh8E+0o4/x9H6HPuzDPFJvyBB4JjckfjG6QoRaVQAdlamwtcD8wAlgPvWGuXGWPuMsb8xVd1OPBWQDqvNDzxhMzu/utfkmXJMWNG0UJxRUvz5l4a6+3bo3OEMUZCu0RyenAPnO7dw2fHUio/4QRkF/v40EPD26P98ou3PmGC96K89FKxiW/WLPhlqFR89niWWDHFKVbEIe3774Pjw0+c6K27pOXnk1kAACAASURBVBjREs4Z+tVXJbHUqFEycA0XXWbbNrGlHTZMomy45BWlQWi2uYQEOW/duvIOrFHDG2g5O23ntDhiROx27H5cZJJ167zY69Z6CT4gf3i5bt2Ctxs0EKVPqJBdFLtoRYmWqMaE1tppwLSQfXeGbI8vuW6VDXv2SLzCrl1FcNjkM9t0Yd5Ki/h4EU5c7GR/UpKCqFNHjguH0yRGm1BEqXyEE4bcyzclRZy03H3gcGa+4L0o/Zn+6tSp/HFdy4u9e8Up1jkBlRVLlpTt+ao6o0aJJjcrK/qsgQ4X47ZlS5l9dO+O/v29OikpEoXG2fbu3p1/1ubrr73IGSVNaAKhhARxUtu61RtUu+yu69eLU50LYfevfxXv3P7QfS+8IDO1l18u9u0g39uqVV6dW24pPJ77oEHqhK6UPgd1Jr0zz5TlSSfJQ6JJE4ld7LIGlSbHHy9LFyP5vPOiO65LF5ku+/bb/GW//AKtWwdH0lCqFuFSWLuXX0pKsFbMZSVzCRC+8MWW8Xvo162rAnKsfPyxCBCjR4v5lD/UUlngnhuxZp5TwlOjhpiuLVkSe1SA2rVF4HXJSlwc2tBMlf74tKHRIiB/vODffiu5tMEpKbL84ANJovL447Ideq0uJGmHDmKa1by5REcpDn4BedkyGQg44Rjg/vu99XfeCdYsR2LGDDHbUJTS5KAVkHfv9jLz+NNNvvqqF5ezNBk9OtjG2R/CqyAmThSB5pJLZBrKn2Tkjz/UtKKqY0z+NKwjRsgyOTlYQH73XRGgnEmFy7TUqJG3DvICcyYWe/bA7bfHlrL6YOOjj2Rw3bmz2GZC+DS4pcnSpbIsa8FcCU/Nmp52uEULT9BMTvZSXPvDlIX7f/mz9r37rthIl5RGef58MakYMkSSqEQyTXBKI5BB2MCBxT+3P4Tk008Ha9ZBlDqOlBQNW6ZUHA5aAdnZZbZt6z3MypK4uGABOVIK61Bq1xbB+JdfxCyjaVNvSn3nzvAaRqVqEToIclOhfg1y//4S7/PIIz2THBfTe/nyYLvJunUlOcLdd4uj5333eUkmlPw4Qcaf4Cc0G2Zp89NPIqDrbFHF5IEH4Kuv5JnstPz+DJguvfW0aZ6wPHeu2P3u3OnFnl68OLrEPwXRqJEM4KJJNBRq+xtN5tbCCE1Sk5cXLAT77YpLM7udosTKQSsgz5kjy9dfL7+XjD++aCwewl+EpGFxyUN27FAB+WAgkn1ecrInBLsBl19A3rpVXkChto+u7p13elO/xX0pV2XCJT0oawH555+9RAFKxaNGDejTRwRB93/1J3lyAnKdOvK/nRbw8Onc2TNJcJnS3GxBUfnjD1leeWXhdRs0kMQhL70kkS06dizeuUFSnYcybpy37lcOtWtX/PMpSklx0ArIn3wiy/JMFfrBB0U77tFHg7e3bZNIHOnp+b18lapHpFSiKSme85YTlFu1Eu3RDz9EDifYs6e37mLQhA7CQtmXe3DOg/75p8TG99tJVqsWrB0sbfLyRIgprm2oUja4AenNN3tZTp2A7BQa4UzsnOlUcZyu/b4F0ZprHHYYjBwpSqTCstRFQ7hUy02ayCzqmDFqUqFUXA5KAXnqVJg+XWwtSytPejQMGSKpSadPj+24v/0teHvCBElOk5urWqWDgbgI/1rniANi4w6inQLx0o8kIJ91lreeHkh29eWXIiy/8AI8/HBw/eefh2pnDmbjn0UIjFoJWbNG4pHn5noCznHHiaPe6NEiUDinubJg0yYRknU6unJgjBc6bfp0mZ1xArL7z4YTEo8/Xt5Pfue+WHH35YABFUMQdbbPhx4q9/BDD8n2W2+J3bWiVCQOOgF51iz4SyB68623lm9fQB5cgwfHftyZZ3pTdzNmwLnnynrbtiXWNaUSccEFnjAMniPMyJGy3L9fbBzDJQSpX99LLPPWW7LMzRVb5SuvlLBLfq66SpYfpkVpOF8JWbfOmxK/4QaYNEkG1PPmSdi8nj3h9NPFHnnQIPjss+DYxKXJ2rWy1AgWlYc77pDl3XeLU/j774vA6vcFOO204IRSLVpIWEdnIlEUXOjS0EFuWbNhg1yHm+EMNRMbNsx7hylKReHgUAH5cMlAqlWr3Pa6H30kNqVOI+g0EqpBPrioV09s2Z0jzEMPSRglR3Ky3PNpabLtj9jip0+f/PsKMz+69v7DuebcEopDVcFwL3JrPXOVBQtEa3voocFTz/37w1NPwcqVJWOzWRguZqyaWFQe/NrbbdvExK979+D76OOPZSC7cKH8X5OSPAe7ouIcuP3RbcoD55D++OMSKSrUGVBRKiIHlQbZ73j08cfl14+Son590Rw6Gjas3EK/Ej3p6RLJYOvWYC/xMWPy27b7U+pGmjWpWVO0TCeeKGlfI2Gtl1Dg0Ab7itT3yobLrPb99xJ7NdQsy0UVKaod8t69wcldli8XTePeveHjU69cKWY2LkGFUjkIjV1/8cXB28bIYKxXL/jHP2Rfo0bBCaxixWXnqyjRTtq3l7jHkczEFKUicVDdpu5B89RTpZexqKx580245hpZ9wdkV6o2zZoFJ/soCKdpPPLIgu1Wb75ZYoM75yA/zg4yK8tLPJJSK4q4UZUQ56gIIriuWiWaeiesrlwZXN9NFxdVQO7d2zOPWbxYPPnvvBN69JAZIvd9O379VX7H8vSfUGInVGsabtYmlHbtZCAceg9ECv+WkxMcG9sNvCqKgKwolYmDSkBOSJAXT+/e5d2TkmXoUFn603UqisPNKvgD8heEP+ySm5q96SZZumxfTepn81t6dbL3VgDPnxLGP7vkBNfjjotc300fF1VAduEeZ84MDiG3dKk4MrkQYCDC+7JlakpVGUlIkDTLztwiGifLY4+VRBt33OHF3/7+e+jaFe69N3/9M86QgfOePXKvOCc4nVlUlNg5qATkRo0k4kPnzuXdk5LFxY7ULHpKOC67DB55BD78MLr6fgH5/fdFSHSCm9Oenth5K/v3G1asLYE4UBWIP//0nHj99O3rrV93XXBZUpJomIsiIPuzjJ18crCphcM55QG0aSOh/Dp1iv1cSvnzxBPi/DlzZrCDXiSOPVaWDz0EN94oIQa7d5d9L74YXNdacRYFuY/ff9+LSuPMohRFiZ6DSkCuqjRpIvajs2aVd0+UikhSkrxco52S92ubjjlGBGyXCMNloPzrSSINLv2tRgn2tPwJDaHo6NhRtHjvviuORqE0bRp7spCcHPjXv4L3XX11/nqZmSL8TJ3qDVBUg1x5adYMTjopurrNmwdvOydzgNWrxdzG4WZ3QHwJLr1U1ss7goWiVFZUQK4CGCP2oy7GpKIUh0aNJDbyl1+KNrl+fYmSkpfnZdrrffQ24uMt786sx9qNVUc95Y8A4hg1SgSau++WUFTh4sk2aybOdX775cJ4443Iwst114npVFycfPf/+Y+n2R4xwhN+lKqNMXDPPd62374YREh2nHaat75yJezaJffrzTeXbh8VpaqiArKiKEHEx4s5htNWuWQG99wj2bXq1IGUmnk0OySH/86qS+qZZRDbrIxwjrwtWkiSlBNPhKefltTBBXHqqSK8hGr8CmLBAm/dnyzo++9lKv7992VwkpnpZf4EiXCgUQAOHm6/XQZJLvU0eLMVaWnw3XdiSvHdd7LvvPO8enqfKErR0b+PoigF4gTkceNEkHMzFYc3yYl8UCXF2V9//DFcfrlE9YgGl40wWjtka+HJJ2V9xQrJmubo2tVbT0mRuLgzZnj7NP7xwUdKCvz73xKfe948icXdqBHcd5+YQTnh+PXXJdnPpEmyHa0ph6Io+TnoEoUoihIbfuENPGfQQ+rmln1nSpnMTPj732N3gnOJRUCmtv1ZDcOxbZsse/cWxzuQ6fDQ7HirV3vT6PHxkhlRw7sdnHTvLmnPHZ07e055zna9QwfRGl92mUS0OOSQMu+molQZVIOsKEqBhKYvdy/p9keWUW7lUmbLFjFluOEGifNcr17sbcTFedrm//xHtHwF4abIR4/29r37rmgJI7F9u5h9KApIFAs3uPozkNDSn8mxUaPw9vKKokSHCsiKohTKgw966yNHyvLWEZvp1y2TQ+pV7ox648eLRveJJ2S7KAIyeIkf/vlPL27yqaeKRjqUp5+WpYuhHAkX5eKGGwrXSisHF82bS/jFQw+V7bg4FYgVpSRRAVlRlEK55RZxFHrlFU/gq1VjP8d13M0f2xLJ2Vc53sz79+ePNbx5c/B2UTNShpo+vP222Gw/8ojnkGctPPcczJ4t26HZ1UL561/httvggQeK1ielapOQIKEXP/tMsuspilJyqICsKEpUpKSIwObXUrU5TDJdXHH34RGOqliMHSua2L17vX2hnv6ZmUVv329DfMEF3nrPnjBlipzr6qvhxx/hiisK1wq3bi0Z0wqLoqEcvKSkwMCBweYViqIUn6gEZGPMKcaYFcaYlcaYsRHqnG+M+ckYs8wY80bJdlNRlIrIxadJdoI/t1cOf1+Xetef1GPVKhg0yDMjcZnKisKqVeJsF44bbwzejibVsKIoilI+FCogG2PigSeBU4F2wHBjTLuQOq2B24A+1tr2wI35GlIUpcpRLdFyQo+d7NojjxJrIfn4Ljz2ZqNy7ll+7r/fW3fh2PLy4KefxPv/llvESa9Xr6KfIyEB3nnHs9MG6NJFlomJwXVVK6woilJxiUaD3AtYaa1dZa3NAd4CzgqpcyXwpLV2G4C1dkvJdlNRlIpKco39bMoQ6W/L1gR274nnxoktCjmqbNm3T2x5HU6DvGoVZGeLgAwlI7QaIyG4HNdcA9Wqwbp1wfVq1iz+uRRFUZTSIZp50WbAet92OnBMSJ02AMaYr4F4YLy1dnpIHYwxVwFXATRu3Ji0tLQidFlRlHInJ+eAd1vNQ+rx65yWvDx/F/c/IpJhndp7Sdu8GYYMEdXpvn35veFcGYQvBzj/fDHUTU2VtGFFZMaMxsDRB7bvuWcbv/22nuzsOKADOTkLSUsrhvFxCOnpTYCjAus/kZJyJBkZ4sV3wglb+PLLRqxd+zNpaZtK7JyKoihlhu8dUCgl9Bwva6IRkMO5p9sw7bQGBgDNgTnGmA7W2u1BB1n7HPAcQI8ePewAl8tWUZTKxfTpB7IQ1PjLXt6eAiOv6X+guHXzXAY0bgxPPQVNm4pNw4QJwW24MghfDhICok8fCb48eXKRu3vZZcHbixbVY9Gielx/vWwPH96d2rWL3Hw+fvvNW7/jjnZ8+ilkZEBSEhx2mJiftGnTlgED2kZoQVEUpQLjewcUSgk9x8uaaEws0gH/fGlzIDShajrwX2vtPmvtamAFIjArilLFadksf8rpWkn7y6EnkUlNFQXGG29IRAnHa69JhjqXTrukcCmr//53Ma8YOlS2s7PF7hnkvIqiKErFJBoBeT7Q2hhzhDGmGnAB8FFInQ+BEwCMMQ0Rk4tVJdlRRVEqJg3qBKecbn1YNtt3xTP89iOo+cl75dQrYdIkEVaXLJFZvuHDvcQKINnp6tQp+QQLZ58tGfXuuku2r73WKxs3Dvr2hbNCPTkURVGUCkOhJhbW2lxjzPXADMS++EVr7TJjzF3AAmvtR4GyQcaYn4A84BZrbUZpdlxRlIpBXBzUq53Ltv9n77zDo6rSP/6909NDSIHQEiD0LkY6oSiKuIodXV27rAVdXVdhsWD/KYqgYlfWCqiICkgn9BZKICSkQEJCep8k02fO74879869M5NGJgV4P8/Dw8ytZyZzz/me97xFr8Ibj+Uju0CD33eGIjmj/aPQnn4aqK3lXwuBeO6V8nzpWiGgUPDV7wSk+Y779gV27/b9PQmCIAjf0aTkpYyxDQA2uG17SfKaAXjG+Y8giMuMSj3flfhpHRgUa8KXa105zUw2FXTt0Kbt213iGHAJZPeKdxdaOa+5rF4NdO7cNvciCIIgWgZV0iMIwmcwBgzqbZJtKzX52MG3icyYIX8f54yKuPde/v+ZM/n/W8OC7I3bbgOmTm2bexEEQRAtgwQyQRAtZkCMEQBgtiowuLdRti+3Nqw9muRhGe7Wjf9/wgReyF97Lf++qZmKCIIgiMsHEsgEQbSYO66uBAAYzRy6RVrhr7OL+w6XxrRLmzgOeOQR13v3SnZ33sn/P3p027WJIAiCuDhokg8yQRBEQ1wx0AAAGNHPCI4DojrbkJ3P5zE7VBoDtLHvLWNAZWXDPr8REUBWFhDZ8apiEwRBEO0MCWSCIFrMDZOqkf5rCvp0NwMAwkNsyM7no+EKDKFt3p7kZD7fcKdOwKhRQK9e3o/r06dt20UQBEFcHJBAJgjCJ/TrZRZfp59z5a2oMAe0aTtSU4GRI/nXoaHAkSNtenuCIAjiEoB8kAmC8DlLnslDXE8T7ui6C5Xmts2HXFrqet2jR/3HEQRBEER9kEAmCMLnPHBjOTLWnEJ3XVmbW5BXreL/f/JJ4Jpr2vTWBEEQxCUCCWSCIFqNTupaGGxamOzqxg/2AcXFwCef8K/nz+cr2hEEQRBEc6HhgyCIViNMUwMAqLQGNnKkb3jqKf7/Hj2Arl3b5JYEQRDEJQgJZIIgWo0wNV/rucLaNtX0MjP5/wcNapPbEQRBEJcoJJAJgmg1orRVAIBCc6c2uZ+Qzu3ZZ9vkdgRBEMQlCglkgiBajd7+RQCAjNpuzTrPZgN+3hqKXFNEs87TaIC4OODqq5t1GkEQBEHIIIFMEESr0UPH51x7/NRjcDiafl7naSNw+wt90GvPj826X1ER0KVLs04hCIIgCA9IIBME0WpwnOt1WVXT6hKdK9RAX6cU3zPW9PsVFwNRUU0/niAIgiC8QQKZIIhW5eVRfwIAKvXKRo7kSXi0n+x9nVXT5HuRBZkgCILwBSSQCYJoVcZEngUAVOgbtiDbbMCDr/ZCToFWtr3M0LRKfGYzUFVFFmSCIAii5ZBAJgiiVQnT1gEAKhqxIO86FoSv/wj32L4vr2n1oouL+f/JgkwQBEG0FBLIBEG0KqJArq7fgry5dCSm/VPuWvHrO2cAANmVoQ1e//ffgWnTgIwM/j1ZkAmCIIiWQgKZIIhWRRDI974ci8f/z7s1+LeisbL344bV4uapVfBXGFFh9Gvw+j/+CGzf7krtRhZkgiAIoqWQQCYIolUJ0RjF18t/jkRKls7jmBJLiOy9v47PCddZXYMyY8M+yP5uu/v0ucCGEgRBEISTJglkjuOu5TguneO4LI7jXvCy/z6O40o5jjvu/PeQ75tKEMTFiFLBoFFYxfdD7xzscUyJWe5G4aflBXJXbTkKa+ovU11TA6xYId8WFnbhbSUIgiAIoAkCmeM4JYCPAVwHYBCAORzHDfJy6CrG2Ajnvy993E6CIC5iNse/KHtfUyfveowOeSo3wYLcVVuBwtrAeq+7aJGPGkgQBEEQEppiQY4HkMUYO8sYswBYCeDG1m0WQRCXEqNCzsje7z4WiKdOPYJqC+9fXGOT+xn7OQVytNOCnF0TjlOnPK974IDr9ebNwE8/+bbdBEEQxOVJU0pbdQOQJ3l/HsBVXo67heO4SQAyAPyLMZbnfgDHcY8AeAQAoqKikJiY2OwGEwTRAbBYXHnVGuKmmwC1Goi3Aptcm/+5uCtyz8fBelVX3D4lFWWrw9C3dzVuvSkH33zXD+GxBUgsLoZpVDTK//BH7zWLgTXA9u2Jsup8WVljAOgwfXox1Oo0dOkCULdCEATRyjR1DACA228HAgOBmJiLqoNuikDmvGxzL/76J4CfGGNmjuPmAvgfgKkeJzH2OYDPAWD06NEsISGhea0lCKJjsHEjEBHR+HHLlwPR0UBBAfQ7r0Dw5JEAgIoK3mJ8dq8fEoL3wlp3G2643oS37rLhrbtSnSdH4UxmIr7BaPFyQ4cmINyZKtnhAMrLgfnzgTffjAJA+d0IgiDahKaOAQCwZAkwfjyQk+MZNNKBaYqLxXkA0txM3QEUSA9gjJUzxszOt18AuMI3zSMI4lIhKMAhvq418EVDKs0BAACTXQ2d1uFxTldthex9nmRdqriYr77XvXsrNJYgCIK4rGmKQD4MII7juFiO4zQA7gTwh/QAjuO6St7+DUCa75pIEMSlwjVjqmXvqy1+sDs4WJkaOo37whTQVVMuey8VyIWF/P/R0T5vJkEQBHGZ06hAZozZADwB3oMwDcBqxtgpjuNe5Tjub87D5nEcd4rjuGQA8wDc11oNJgji4mXTR1m4+iq9+L7cHACzQw0A0Gk8LcjRWl4gd9LUAgD27wdefhkYNAjIyuKPCW240B5BEARBNJum+CCDMbYBwAa3bS9JXs8HMN+3TSMI4lIk0N8uvi4zBaHIEAwAXl0sorRV+PKG33Gtdge6//IB3n7bte+OO/j/Q0I8TiMIgiCIFtEkgUwQBOErAv3kQrjQwCtcP62niwUAPDjqGJBTVe/1unXzXdsIgiAIAqBS0wRBtDGCBTlMzbtaFBl5gezNxULKgw96bktNBSIjfds+giAIgiCBTBBEm6LiE1hgYCAfcdeQi4UUoYS01Oc4Ls7nzSMIgiAIEsgEQbQtp3N0AIBp4ckAgGKjUyB7yWIhRfA1njEDOH4cWLYMUJGTGEEQBNEKkEAmCKJNiR9cBwC4JvwYAGBr/kAAgFrVsEDWO5NfTJoEDB8OPPlk67WRIAiCuLwh+wtBEG3Ky48UYO4tpQj78Cw4OLC/pA8AoFdXS4PnPfUUoNUCDz3UFq0kCIIgLmfIgkwQRJuiVgHdo6zwV5rRO7gMABCkMmBgrKnB86KjgVdfBTSatmglQRAEcTlDApkgiHZjcCe+an1ntb6RIwmCIAii7SCBTBBEuxEfkQMAyDF2ad+GEARBEIQEEsgEQbQbN/RMbu8mEARBEIQHJJAJgmg3ovx414ppnY+3c0sIgiAIwgVlsSAIot2I8q/B7hvewRDzEQD/ae/mEARBEAQAsiATBNHOTOiShVB1XXs3gyAIgiBESCATBEEQBEEQhAQSyARBEARBEAQhgQQyQRAEQRAEQUgggUwQBEEQBEEQEkggEwRBEARBEIQEEsgEQRAEQRAEIYFjjLXPjTmuFMC5drk5QRAEQRAEcTnSizEW0dhB7SaQCYIgCIIgCKIjQi4WBEEQBEEQBCGBBDJBEARBEARBSCCBTBAEQRAEQRASSCATBEEQBEEQhAQSyARBEARBEAQhgQQyQRAEQRAEQUgggUwQBEEQBEEQEkggEwRBEARBEIQEEsgEQRAEQRAEIYEEMkEQBEEQBEFIIIFMEARBEARBEBJIIBMEQRAEQRCEBBLIBEEQBEEQBCGBBDJBEARBEARBSCCBTBAEQRAEQRASSCATBEEQBEEQhARVe904PDycxcTEtNftCYJoCXV1gN3e+HHl5YDVCqjVQOfO3vcB3vcDQEUF/79GA0RHt6zNBEEQhG9o6hgAdLh+/MiRI2WMsYjGjms3gRwTE4OkpKT2uj1BEC1h40YgotH+BXj5Zb5DLCgAFi3yvg/wvh8AXngBGD8eyMkBVqxoaasJgiAIX9DUMQDocP04x3HnmnIcuVgQBNHuLI24AnuLze3dDIIgCIIA4EOBzHGcjuO4QxzHJXMcd4rjOC/mIIIgCDkMwJKoeNy9q7K9m0IQBEEQAHzrYmEGMJUxVstxnBrAHo7j/mKMHfDhPQiCuMSoaz9PL4IgCILwis9GJsYYA1DrfKt2/mPNuYbVasX58+dhMpl81azLBp1Oh+7du0OtVrd3UwiiWRg4pfj63ZM1eG5oUDu2hiAIgiAAjte1ProYxykBHAHQF8DHjLHn3fY/AuARAIiKirpi5cqVsvMDAwMRFRWFkJAQcBzns3Zd6jDGUF1djeLiYtTW1jZ+AkG0FL0eUDVhfl1QwGeosFo9o5ed+yqtCvwrK0zcvGKS5NnPzwcCAwGzGaCsNwRBEB2Dpo4BQIfrx6dMmXKEMTa6seN8urbJGLMDGMFxXCiA3ziOG8IYS5Hs/xzA5wAwevRolpCQIDs/LS0N3bt3J3F8AQQFBaG2thajRzf6NyeIltPUCObly+vPYuHcV6DQAaEzxM0JUVGuY5Ys6VDRzwRBEASal8XiIu3HWyWLBWOsCkAigGubey6J4wuDvjfiYsUO+u0SBEEQHQtfZrGIcFqOwXGcH4DpAE776vptQUJCAjZt2iTb9sEHH+Cxxx7zenxOTg6GDBnS4DVzcnLw448/iu+TkpIwb948AMCKFSvwxBNPAAA+/fRTfPvtt+L2goKCC/4cBNGRSam04tlDVaIwdpBAJgiCIDoYvrQgdwWwg+O4EwAOA9jCGFvnw+u3OnPmzIG7X/TKlSsxZ86cC76mu0AePXo0li1b5nHc3Llzce+99wIggUxc2jy6rxK/njMhXx0IgAQyQRAE0fHwmUBmjJ1gjI1kjA1jjA1hjL3qq2u3FbfeeivWrVsHs5kvWJCTk4OCggJMmDABzz33HIYMGYKhQ4di1apVHufm5ORg4sSJGDVqFEaNGoV9+/YBAF544QXs3r0bI0aMwJIlS5CYmIhZs2Z5nP/KK69g8eLF+OWXX5CUlIS7774bI0aMwPr16zF79mzxuC1btuDmm29upW+AIFofhdMdqE7BZ1whFwuCIAiio9FhE5Au+vMUUgv0Pr3moOhgvHzD4Hr3d+7cGfHx8di4cSNuvPFGrFy5EnfccQfWrFmD48ePIzk5GWVlZbjyyisxadIk2bmRkZHYsmULdDodMjMzMWfOHCQlJeHtt9/G4sWLsW4db0xPTExssI233norPvroIyxevBijR48GYwzPPvssSktLERERgW+++Qb3339/i78Lgmgv8ursAIBKlQ4AwEggEwRBEB0MKjXthtTNQnCv2LNnD+bMmQOlUomoqChMnjwZhw8flp1ntVrx8MMPY+jQobjtttuQmprqk/ZwHId77rkH33//PaqqqrB//35cd911Prk2QbQ1qVVW8XWeJhgAe/6cSgAAIABJREFUYHfTx75MPUkQBEEQF0KHtSA3ZOltTW666SY888wzOHr0KIxGI0aNGiUGzzXEkiVLEBUVheTkZDgcDuh0Op+16f7778cNN9wAnU6H2267Daqm5h4kiA7GvhKL+Pr5blNwR8XvHj7IBjtDgIqsygRBEET7QRZkNwIDA5GQkIAHHnhADM6bNGkSVq1aBbvdjtLSUuzatQvx8fGy86qrq9G1a1coFAp89913sNv5ZeSgoCDU1NQ0qw3u50RHRyM6Ohqvv/467rvvvpZ9QIJoR3YWmT22uQvkcpOjrZpDEARBEF4hgeyFOXPmIDk5GXfeeScAYPbs2Rg2bBiGDx+OqVOn4p133kGXLl1k5zz22GP43//+hzFjxiAjIwMBAQEAgGHDhkGlUmH48OFYsmRJk+5/3333Ye7cuRgxYgSMRiMA4O6770aPHj0waNAgH35SgmhbqiwOJHTRiO9zFf5ikN7f+/gBAMrNDqw9Z8Tj+6vapY0EQRAEQWv1Xpg9e7bMD5LjOLz77rt49913ZcfFxMQgJYUvFBgXF4cTJ06I+9566y0AgFqtxrZt22TnCRUE77vvPtEi/Morr4j7b7nlFtxyyy2yc/bs2YOHH364RZ+LINobmwNQK1wW40mhV2NN9S4AQKROCQBYc86E784YAAAft30TCYIgCIIsyBcDV1xxBU6cOIG///3v7d0UgqiXLL0ND+6pRI21fhcJOwNUHPDkwABxW5lCCwDorOW7I0EcEwRBEER7QQL5IuDIkSPYtWsXtFptezeF6GAUVhux9lh+ezcDAHDXzgpsKzRjzTljvcfYGINSweHZIUHitiOqMABAtL/S43jKkUwQBEG0B+RiQRAXIakFesxctlt8f/WgKARoVcirMECtVKBLiO+yqDSVEmdw3aFSK/7R1/sxdgdvQZbymV8cACBDb8NNPXVYm2sS91k4JfxapbUEQRAEUT8dzoJMOVAvDPreLi++O3BO9r7GZAMATHxnB8a8tc3bKa2K9PdXZanfxcLGGJROgfxR7mbZvk4aDv5u6tms8LQqEwRBEERr06EEsk6nQ3l5OYm9ZsIYQ3l5uU9zLxMdF4vNgWA/+eJPtdFaz9Ftg/SJrbXW//zaGaByBuldpz+LTg5X2re/9fTzIpBpkYsgCIJoezrU6NO9e3ecP38epaWl7d2Uiw6dTofu3bu3dzOINmDgSxthd8hFqMFia6fW8EibU2trwIIscbFQguEecw6W+fUHwG/3EMgcWZAJ4lIgq6QWfyYX4OnpceA4ii0gOj4dSiCr1WrExsa2dzMIokPjLo4BwNRA5oi2QHr3hi3ITLQgA4CO2cXXSg7wV8oHTgu5WBDEJcE9Xx1EYbUJS7dlIuft69u7OZcES7dmwmC1Yf51A9u7KZckHcrFgiCIC8NktTd+UCsi9Yqqs9UvkG0MkGrgIOZyDeE4DgFqeZdkUKhx1kHZWwjiYmbloVwUVpsaP5BoFku2ZuCznWfbuxmXLD4RyBzH9eA4bgfHcWkcx53iOO4pX1yXIIiG+fyeKwAAa4/nt6tIFiSxRgHU2hgcXuIIHIzBaGPwkyjkXvY62TGdNHIL8mvdJ2OqZRjOK/x93maCINqGb/fLg4opzoi4GPCVi4UNwLOMsaMcxwUBOMJx3BbGWKqPrk8QhBN/jRIGCy+G+0YGAgB+P16AAK3rcT5TWos+EYFt1iZBEAerFSgzO2CwMQSq5WJXb2WwMSBM65qXqyF3DZHuA4DDQd34cxVqAIDV7oDdwaBTk+sFQVws9IsKRI3Ziqo6K2rMNphtDnqGfYjJaqfvsxXwiQWZMVbIGDvqfF0DIA1AN19cmyAIOQpJgIu/xiWKz5W7rLHT3tuJt/863WZtEtyig52i2JubRXIF707RO8jVZvcOKFzrvUvSMjuyy+pw40d7MeDFjS1vMEEQbYaDASqFAvOm8TnPbV7iKIgLp4jcV1oFnwfpcRwXA2AkgINe9j0C4BEAiIqKQmJioq9vTxCXPLVmV8aKpIP7xddl5ZWy437cfwZj/IpapxEWC1BcLL41OAVxmZm3bH94uhTTozngppvgUKmhsFnxv6xKaBWAlVUisZjfl271A5yrr4nFxdBbXAPnrB7Aujz+9fYrxuCNxYnivj827UCwliLhCeJioKjYBKPBgbNnzwAAdu3aDX81Pb8tQeqmsmnXAfQPa2MLstsY0CC33w4EBgIxMcBFpPt8KpA5jgsE8CuApxljevf9jLHPAXwOAKNHj2YJCQm+vD1BXPIs+O0kAJelePqUScB23qKq8Q8CKqvFfRqNBq32jG3cCEREiG+rLQ4AJRgXqcXGfDN6+gdhcqQ/Nny/EY/3nIGPcjejYkRPjA7ncE00X1oay5cjsOcQIHgiACAhKgp2xjAPfKcbFxwIoBYAEHTyDBAyWryfX49BSBgU1TqfjSAIn/JzwVGU2/WI69sLOJ2K8eMnIMRf3d7Nuqj5bOcZAPwq4eZiP1w/ZQS6d2rDWA23MaBBliwBxo8HcnKAFStas1U+xWdZLDiOU4MXxz8wxtb46roE0dFgjCGrpLbN72uy2vHjwVzZNq3K9QhLLcsAoFS0nYVGWDEV3Cc0CmDBET0e7zkDAPBeVDzsDgatWxo3DvKlVqXTfSQ2UAmNpHc6pwyQHVdSQ0uKBHGxwBgDx3EQuiRvQbxE8/jpkGssOHKuEov+TMWZ0lqsO1HQZm2osjhwtqZ9c/C3Jr7KYsEB+ApAGmPsfV9ckyA6Kn+lFGH6+zux6VQruS/UQ0WdxWObNOF+dpk8I4S3fMmthRBqJ2SoeOV4DX7KNor79UotHADcNbvCSxN3XBuO36Z1lonpk+ow2TFlNZ7fBcAPxH8kF8Bsa9+0dwI1Jise/+Eozlca2rspBNFuOBz8s69wdgAkkFvGsdxK5JTL+5SIIC2u+2A3nvjxWJu149+HqjF1YxlKTB2jv/U1vrIgjwdwD4CpHMcdd/6b6aNrE0SHQhCq29NKcN3S3bKZfFvcFwAm94tAVLD3/MBjeoehd0RAmwbCCAOeTundam1QqOBgnh2OAp5tjA1SIVSjgEaipvdo5e4US7ZmeE0VtSuzDPN+Oob3Nmc08xO0DqsO52H9yUJ8vSenvZtCEO0GA4OC48QJPcXotYwfDnqOOdEhOljsvKnCZm+bwlFbC80AgFOVTbMip6pC8Mofp9qsfS3FV1ks9jDGOMbYMMbYCOe/Db64NkF0NDr5awAAq5LykFaox/w1J9vkvlUGV1GN/z0Qj4MLpns9buUjY5HQLxJ2e9uNQoJWlQrkHgGuoBGjQg2bg3lakL0IZAFtIzEn7hZzAKio4zvsjhLVvWJfDgCgE/lbEpcxgiAWnn/Kg9wyAiUpPYVUn1KDSJ2l9S26KTWu+5U20YI8L3QMVuzLQU65Z9/dEaFKeh0As82OkhoTdRoXCe21PFhh4C3Ivz02TrZdakmeObQLAECl5NrWguz8X+ISjX7B8hhgo52JPsYCDXlJaxrxoTZ4GQQOZVc629H+EfI2uwPnK3k3E8tFYjEhiNaAMT49pYIsyD4hWOfqW7c+MxkKDrDZmdjvfb0nu9XbMOuIq0+rdUvrabIz/HjWALObkcbslJzVRisuBkggdwCmLt6J+De24d1N6e3dFKIJuAvkaQMi2+S+lU4Xix5h8kjlX+aOw2s3DsaRhdPx/u0jAPABem3pg3y+jherHIC4YBXiw9WwMYbBxlIsMKQAAKwOgGuWBblhkVsnCUqcuXQ3Fvx2UnR3OZhdgdNFHol0RO764gBe+eNUg9dvKVbJ4CAVyIXVRjz+41EYLJducAtBSGGMQaEABen5CM6tI3Uw4Jcj53G1M7PP13uy29TgZpQI5FqrAzduLceCI3rsLDLLjvNj/DhBAploMvlVvJVpeeIZOGhq3eFxF56dAzVtcl/BBznUT75c3yPMH/eMjUHnQK1YTUml4GBztJ3V8tYdFQB4S3InDQeOA+wOQOewQeHsqG0OBnfN26BAlliB/RwuMal2XsRgteO9zelYuPYkUgv1sgwf+VVG3LJ8HwBgyZYM/OPrQ2KWD8YY9p0px4p9OSivlXfgvsRic3h9/fq6NKw/UYhBL23CR9szW+3+BNFRcDAGDlIfZBrnWoIw4f7jifHitiK9SXS9qDHbRF3RWgwOBAaEqMCBtxgLPJ+kR7qe72urrfIxSAcSyEQL+HTXmfZuAtEIUoHcNUQHmxdf3/SiGixce9KnE54qgwUhfmqolI0/tkoFBwdDm0+4eBHM39vGACUYBFdiq9cgvfqRpnkzKlxLisvuHAkAuP+bw/hwexa+P+A9SFLww1u6LRM7M0ox7b1EAHJr7s6M0qZ8rAtCeh9BIL+3OR3rTxaK2xd3kGBCgmhNGJxZLJwCmfRxy7DaHPDXKDGse6hsu9TtLLWg/hU0X1BtAwaGqOCn5GQCOVPvMmZI/851TIETzmxE1QYSyMQFkJRT2fhBRLsiCOS9L0yFTq1EenEN/vvbSeRK0u7M+eIAvj+QiyK974LFKgzWJgd7Cb5obV3S1eoAlBxgZ4CdMaiZQ7QS2x2ead64BprXSVJ2uqvd9d0O6RZS7zkDuwbXu69Yb8buzFKYLC7hqm9FS4ZVIpB/OJiLr/Zk48PtWR7H6U0Xx2BBEBeKg+GSz4Nsstrx7qbT2JFe0ur3stodUHsxlGQU14ivH/nuSKu2ocIChGkV8FNxqJO4WEj/tnqr6/X/2bqLr6uNF4d7GQnkDsTwHqGoNV0cP5zLlbnfHcEHW/llcSXHIb/KiFMFevxwMBcfSpbLBXeIOrPv/p6VdRZ0CmiaO4dSwT/aLfFDNlrszfZjszFAqeAFstUBKCUC2caYaEEScC8UImVQqBpr037CKk0afi3fLm6XRnC7k1aoR9cQXb37D56tgNHqsrJsSSvG87+cQFZJTb3nXChStwoAeG1dqux9l2C+nefKKEcycWnDFwrBJR2kt+FkIT7ecQb3f3NY5t5gdzCfxoOk5Ffj2wPnZP3gLaN48ZlZUisGbQ/vXr8hoaWYrHYYHLxADnATyFJeT65BSqUVdnD41u5K1Vll9J7HvqNBArkD0C8qEGN6hyEiUONRDY3oGCTnVeHrPdnYeKpItAorFZxMBHkTZnofTngq6ixiirnG0Kn5R/tCA8EsNgcGvrQRL/6e4rHPbLPj81wH6myePs6Ci4XdwWBnDCqJQBasy1Ia8kEGgBGGYlylqEW0wzXgBOrqF8gAMCkuAndf1ROdvUwmyuvMss55b1Y5ViXlYfr7u8RtJ85XeYjbC+GdTafr3RekVeHNm4cAgEywE8SliJDFgruELchSV7uKWlcfc+PHezD45Y0+u8+sD/eAMciKIb19y1DxdaBWhTtG98C5CkOrBeoJBqAwrQKBag51EktxnFv2omKjHWVqeWA5+SATTcZicyAySAd/jYoi2zsA3jqVp1Yew6tuFkD3Us5b0vilNenD78vl8zqLDUGNiEOBiCDeilB6gUFoz6w+DgD4/kAudpwuEQVjaoEe/RduxJtnGZae8iy3bWO8G4Wd8ZHNOmaH0imCGbxlsWg6w7qHoFuoH9RKBeZfN0DcPjEuXH5NBYcgnRo1zslJeKAWYQEaDO8RirwKI4r19X8n+VVG/O2jvXi5hRku7A6GDSf5Sotf/WO0x/6HJvZGiB8v4EkgE5c6DsbcfJC9C7e8iot3NUXqzrbupKvcc0q+HiZryybchdVGlOhNsu+nXFI4SupucbasDkO6BaPKYG2xi5/N7kBehQHfHzgns4ILArmTVoFAFSdL82Z0i8lxAPgrtK9sW0ErBxD6ChLIHQCj1Q4/tRIBWhVqzTRYtieF1UbEzt+AZ1cny7aX13ouCSk5Dq/cMEh8L/h/nTxfLW7zpY+ryWqHTtVI9QwnkUG8NXvZtkzx3PSiGny7P6dRqwJjDOtOuALJ7l9xWHQPkAa1mZ19vkXScV7XTYsykwNp1TZk1dgRbDfLykk314Is5Y8nJmDvC1MBAP6S5cXnZvSXHedwMATpVLDYHTA5xeeMwV3QvZMfCqqMKHYOGj88dJXsPLPNDoNzBedQdnmT2+UN4b7zrxuAaQOjcPPIbuK+zgEaTB0QKVr5jW2Q1J+4vGGM4YOtGeJvv60Rslg05GKxN6sME9/ZgdnL9/pkBaetsUv61b1ZZXA4mNgPNIU6sw17MstQ48WoMu7t7Yh/cxsmvrND3Oav9j4WMAb4afj+0VsAeXP4dOcZTHxnBxauTcEfyfkoqDLCaLGLRas6aRQIUClQK5kA1FgZxkVq8NfVnQEAD++twis9p8iue+BsRYva1VaQQO4AGC12+GmUCNAoW+SzuulUET7e4RkERDSdFXtzAAC/Hj0v267ykpNXoQDuGx+LU4tmYMbgKHTv5AfGmMwieK7cdxYRk9UhiqrGEPzQNpwsQq3Zhn98fQgzPtiFl34/hfTihv1t0wo99x/L44NHs0pcVuM153grQI1zee2VEUHoF6LG8QpXBx/ksMhEsAJN90FuCLskAC5Aq4K/xjVYOBgTE+nXmGywOxxQKznoVEpY7A6U1vAW5Ct6dZJds9ZkEwfuM6V1LcoAIvwG/Jztkq42bPrXJAztHgI/5wDXnEGUIC6Ek/nV+GBrJv616ni73J8xOH2Q+ffeXCyE7C7HcqtwNPfiC1YX+ovIIC26BPvhuV9OYMCLTXOtcDgYEhYn4u9fHcT7Wzwz23izafhp5AL5pVkuY42375kxVq++KK81e7Xeb04tFl//a1Uyxr29Hc/9kiz2Wf4qDgFquQ9yjZUhSM3VW6xJWtiqo0MCuQPACx/egmy02pvl0F9tsIoWwUe/O4J3N6XjyLmLr3PpKGxJc3UISyQdlbeZuCB6ArQqhPppcK7cgNj5G2QWgM2pRT7zAzNZ7WKe48boGeaPqc4CJle9sRUHs10z9r1ZDVtHvbll9OjE+5ClFerRL4ovbVpjZThQasHqbL5jDdF4didxpkqZQM6tk3fQF9oBTYiLwIgeoZg3tS96hwdg7ePjMciZwcLOGAKcFuYdp0ucFaYUfPCgg6FYb0KIn9rjuzTZHFi6zfU3b0kKOGEAESz+0tR8wsAhDHDkYkG0Nrucv2VfBg03B5cPstOC7BC2M+zLKkNZrRnb00oQHsiLJ/PFaEF2jtthARqcKqj2MLI05D55rsIgTtzdJ8z16QH3/uuBCbHia2+W+p0ZpRj88ibsO1Pmca0r39gqs04L1JpsHrE1e7PKxL+PRgEEqThk19px6/Zy3L6jHFUWB4LUCo/VQgCIs1ZjTnxPvm0XQaQmCeR2xu5gsNgdThcL/gffVD9ko8WO4a9uxou/p8geqm/357RCSy99bHYHzpa6asQv3ebKSuFNxEitgtmS2vKCe0KXYB1S8vU+sYboTVaYbY4mC2SO4/Cgs8Osc1vCzynj21plsODnpDzZPsaYVwuG1e7A+UoDUgv1om8vADy0p1K0GE/pyg9u30xwWWbjDQWiDzIAnKuVt0VxgZOHvpGBWPv4eDxzTX9wHId+UUHiAMEY768MAH8kF8DqtCArFQrYHAzf7j/nNUjkvU3pot8wwLuW1JptOJZbifc2p+Pb/Tl4Z+NpjHtrW6OTnvQi3gov+FxLrSmCWBYsyA25WDDG8NWebPyZXFDvMRc7STkV+GZv65fGvZwR8m3b2zg47si5CvyRXMC7WEgsyJ/u5PP9P/bDUdz15UEsWHMSRXoTJvXj4wmsF7FA7hnmj8JqT1eWh79NqvdcacCdxi19W30T6KkNVHAV+h2puBZcAP/vr9Me4rQ+rVpttGJSXIRsW9/IQLG9WiVvQQaApHIrDpVZUWJyIDZQCZUXgby5fLPoL21tw0JWFwoJ5HbGJC7FKkSrl6GJPollTkvf9wdycb7StTzSXlaCiwWT1Y6zpbX4zy/Jso7JW0dUY7LCYnN45BP21yihlfgD33aFK8fj9tN8sN7i24YDAM6U1KElFOtNGPbKZgBA/y5BTT4voJ50aEKFvcd+OIrnfjmBvAoDzpbWIuaF9YidvwHJeVUe52xNK8FnO88CAG4e5fKntTPAYGMY1VmNUKcFeUpXLb4cH4rHBwSgl0Uvc6qI8pMLfF92QMK4Yncw9I0MglrJoW9kIGx2BqWCg1Lhema8seZYvse2X5Ly8M/vj+LD7Vl46fdTWJ54BgXVJpyvbDjIJNe5XBnsrHoonUwJYlmY7Jhs9T/vn+w8g9fWpeLJn47JfqsCdgfDL0fOw2p3oERvQrXBil0ZpdiYUuTlah0Pxhhu/XQ/Fv2Zetn1W78fz8fzv5xo9fusl8QTFFS1nQ8yYwy3fLIf83465gzS41DlnJj+kVyA3HID/nL+Tk85i1oIWXrasgqorxAmH49O7uN1/96sctFK7I7U59p9rFnkDBh+c7YrU8X2ZyfjRYlLhcDDE2Px4IRYr8GQwrbk89X44RBfXKmw2oi0QldBEamOYIyhymhF50ANeoa5slAYLHbRgqxVcAjwooQTumo9gth7c0ZwcFVCbal/dFtAArmdEcSwTq1EgNOxvimp3gqqjJj7vSsR+PId/IxcwTXt/MuZAS9uxNT3dmJ10nl8uTsbn+084wyo8OyUi/UmUTj3jggQt4e4lXu+bXQP3DcuRratTyR/fGOZLExWO/ZluZa9GGNYsTdb7EylOTXd/c4aIqCeY612hqySGuw7U+5878AqN0uyN747cA4AcN2QruI2o51hd7EFZrfObnq0Ds8NDQIHeSDeopFygS/4IEdYWzaJAICrYvmgEGEJL1inxop9ObA5GIJ0aqgUCtGX76lpcQCADfMm4v8kKZIAYNmckeLr5YlnvEaCH/cyiZAiTJ6GOytdSS3IggVFq+L/X7wpHcV6k9drvrMxXXx9z5eHPPavO1GAf/+cjGXbMhH/5jYMf3Uz7v36EOZ+fwSvr0uFwWKD1e7A4ZwK/OeXZGw6JRfOrZUGqqmcKXX5tA9+eVOj3+ulgt3B8NTK40167lrKJztdcSk9w/xFq+Irf5zCgBf/gtlmb5W0W9L4i6JqEzhOnr3gv2tPiq+F+wuTeksriKfM4hrsP9Oy4NuGEL5Xb3EiHzr7lCvf2Oq1ipxUIAvXWZ2UhzfWp+JkfjU0KgWuH9oV3z4Qj39f0w+9IwK9Fgr57/WD8OKsQaI4la4Y1EkSAAhp6J748RiuW7pb3P7G+jTX8Rbe3TPET43ZziDjLsE6nCrQi26cGiUHrRdfihgvFuRVGj7tpcqZo19aSKmj4jOBzHHc1xzHlXAc55k49TKnRG/C87+c8BqMcziH9w2tMdlcFuQmZLLYdrpEnHUDwB6nwOrfJVj2IBAN8+6mdLz112nsyiwVLXQv3zAIr93E56gtqjaLS+APTeiNpXeOACAXywKv/G0wDv93OgA+SbvgT9dYloIlWzJw15cHRVeM43lVeOXPVEx9LxFWu0P2e3BffmsI/3osyInppbK8vwaLHaVeUp+9c+swr+eHB2qxcbQC/SX5LivM9Xd2SmcnHaTi0D9EPrGIYGbMM57Gtznr6v8gTSQ61A85b1+PsX14oSxNgxQWoJYVKbkqli95Oig6GHdc2VN2HY2kwy+px+KT6xbQ4h55bhGWIJ0iWOm8Jse5rMmCP6ZaqcA/vj6Emz7e22CQ7aEceeR3Vkkt/uO0QHob+L/ck42Fa1Pw2c4zuO3T/ViddB6PSqprbUwpROz8DbIJmDeK9aYGLe8twT07zO2f7W+V+3Q0Smpcky5fFpHwRq+wAARolJgxOArH86rw2A/8b2DFvhyYrA489v1RDF+02ef3rZKI7oJqEziOw8ieLverHKdb2uR+EaJRJ0grZF/wvXi6eskuzPnigM+vCwDHcivx7iZ+Mqv1kmlImp7Tm8uduwW5tMaM//xyAl/szsbpohrcNCIaIf5qTOoXgSemxjXaHmE+fu0Hu7HUWdgq+bxr8hkdyvsVu09I/0opQko+n4VJmLSE+qvx1LQ4/PDQVeK4+MsR3r9aq4C4cijFX+kZfh0O/m+sVgkC+fKyIK8AcK0Pr3fJsGhdKlYl5YlL71KEWdSEvuGixa8pFmCzU2zPc1rC/DRKqBQceocHXHZLlb6gqNokWpDDAjS4ZhBf9SezpAanCvgOw0/Dz+I/u+cKfDRnlNfrRARpkfjvBPz22HiolQqolVyjQViCQDmey3dWguWlxmTDP78/IhacuHdsL4xzir+mEKhxdcpCYB3g6WZQa7aJg5XAsO4huH10D6/XDfVXY0Agh0g/V/fx6bhOXo8FILpYBGs8LQ0cgGeM6Rhobt20P538NbJMJCFuJbu3PztZfK1RNd4tSi1uR3MrMfSVzdgqifgWg1ic1xIsyGqF/NrxMWEw2xw47fRZfndTuqyqX88wf9w4Ihr/GNsLoc42M8awN6sML/+RIt4nqZ7A3HUnCmWZR6QIvuYZRQ1nNbnqzW0Y/frWBo9x52hupWxiaLTYsTGlUHx948d78cb6VKQ4J/lC31dP4LtPeX9zOiZ5CUhqS6QTg6O5la0qks02O3p1DhBTP246VSzbv+20Z/725mJ3MDzx41ExGBCAR1VYBceL4eV3831nXoURQ7oFywr6CEaiJVszGs3uwhiTTTSaiq9WTerMNqQW6HHlG1sxe/k+cbvWS/8hjR1RePmRF0h8lm12B465iejmzhc4iTFgydYMnCuvw470Etx5Jd+nCykw7Q6GOfE9ZakyZ324BwBwzhmrEuKnhkLBYXzfcFw9KApDu7kq9GmVHK7vrkOkTv6ZOY6D1u1zCk1SO7dPWZzYahNvX+EzgcwY2wXg4khu18YIQU3e0p4InUB4kFbig9y4wLU4nxhByJXXWhAWoIFGpcDZspYvV3c0MoprcK685Z9LGIienh6H3uEuK3BhtQnlzoc11F+DqGAdugTrcDyvSgxwGdmjE1RKBWYM7tItUM63AAAgAElEQVRgyeeY8ACxE/RTKxud8IQ5r3XSOXN/WpKKaWtaCU448yo/OrmPrONrDKk7xuZ/TRZzCLvz65HzOJrrsiREBWvxxxMTAAA/zx0rS6EGuDp7YWnthh46DA+TC04pQpCetywXrcnWZyaJrzsHanBWspwf6laRsHdEIK6M4UU+B06Wt9gbwqQJAO5wWj2PSAY10UdPFMjeP7s3MV4mEU9Gqx3+GiVUSoXos7f2eD7u/vJgo9lIAN4ytfa4PMBv4dqTuO3TfcgornXez7eDVHmtGTcv34d//+zKJf7CmhOY+/1RZBbXYPr7O5GcV4UvdmeL+bVvcn7fLS2o0BCMMdjsDizbnoXcCgNM1uaXUvcV0kDX2z7dj2/2ZuPL3WeRmO5pRGkJ+VVGbE0rQVmtWbYk722Z/47P9uO5n5M9tks5V16Hl35PwQq3oMrdmaVYd6JQ5jZRa5bfQ+i5JvWLECfsFbUW2WRVCFTPqzDKVkWqDBacLnKtmALA3786iPg3tiFVspK6La240VzP7kHLF8rSbZmYuWy3h1+xu+vDxLhwmWj+x9eHEPPCetlvb7XT1SZIp4LNwVBpkK+sVNQ17xlVuI0T9684DMaAm50lqS02h5jWbUzvMDw+pS+OvXi17JyHnEGF7uJ8gDMOhgOg4vh+/dANkVg0Mgg399LhgTjeX7mTVoFVCWEebRPGj1qzrcNn3GpaWS4fwXHcIwAeAYCoqCgkJia25e3bBZuDYVcG/0NMS02BplRefvZEDt+JHDt0AHoL/8AcPnYSyuI0NERGFv8ApRznl8tqzTYEq+3YdoofDH/esB0R/peGizljDPdv4r/DFdd6ujY0B+E7Lj5/Dtllrk5o49EzKC/gfWwrzp5EYoEC3fys2JlWiCozQ3wXJXJSDiOnmffrpHHg2/3nsCc1DwvH6KBwlmH+6LgZN/RRo3eIErl5fOf327F8TA6tf455+ugBZF6gic3bs/bVNf54aLMBPx+RpyOqM5plx38wWYv3kkxIr3TgqVFafp/FAr1zclduNiGxWG6VErnpJpwy+QPngUC1TX7cTTcBaufgaLUC3q5x++1AYCAQEwNcQH+hUgA2B5CZchwnz7kGzpSkA8h0c5ILsvN/h31HkvG3bmqskey7NU6NHL0DScX8Z96bVY6/tu6A1eFaKqwryUNiYhEsdob3t/C/1z27eVcWWzkviCx2h+y7rfES7X7oyDHU5ijx5UkzSmvsKC8uRLWCg8lqQ2JiInZkehataQ7fH8iVvd93PA0RtWdk2/JrHDhUZMO0Xi7xcufSjZg73LOcujslBn5E3Z9ZJH7WpCz++1i38yDyq+SDfScth6khZfgBwOgoZb3jQnqFHZH+HDrpLqxfe3W/UWwbwMci/H2gBtN71T+580ZinhVdAxToH9b0eAApDsbwQ5r8b3g0NQsbsvmx4JsZ/uJE+Od0C9Iq7HhxjK5Zk2OB3ef5a5bUmJGf7/J3fmbFdo9jTxfV4HRRDa6PqF+0rE63YEO2FRyAGOs5cfuvzt+kzuHqOw6flwvkmqoKcd+tMXa8WQwoHRYYy1wTOE1ZBnqHKHC22oEjx0+AK+Ilygu7DCgyMHx1jT+UCs65isL/puZ9uxcLx/jB6mB4eDO/7eGhGsSGKBEd6PlbWb91F6ICWjY2Wh0Mn+/ynuP+0AGXm1BCDxXm9DIg4+Qxj+M2b0uE1tkH5ZYYMCpSiWKDHUXFJdhVI0/FpjFVNksvnSqRG2WE7EyZp3jjS1pGJqry+We+LOc0EqsyZTmTExMTEaVjyLYAdefTkFjhioVQ1/F/VwZgZ4lrQtcriP8HAInF/KqodBKQ2L8/EBOD82dc2kZbehqJiXJN1JFoU4HMGPscwOcAMHr0aJaQkNCWt28Xbv1kHwD+QRo8eCgSnBZfgVM7soDT6Zg+ZRI/a9yzHZ+eMOO5O6d5RIFKOWQ6DdXZs5g4fiywm+/sojuHYvaobvjvbynoP2wUhjkDhC52+KXZowCApv5m/kguQL+oQAzoEizbfuBsObD9AGaMHY6fTh8GwM+Iz5bVoVfXTgjWleOmGVPAcRyOWTNwxJnqzaENRkLCuGa3vXvWAZzTl+NstQMn7N3w5NQ49FmwAQBwrMSOnLevx/rSZOA8L1Kf3uHyB+0coBH9aA8umIao4MbFiTsP16ViQlwEJvdzpurZuF7cN23qFHTet0W0WC68fiBeX5+GWqvn9/xT7iGkV5Zi+LChSBgQBWzciD/81TgEE7r7+yEhKgReWb4co6N7wmGLwt9nXYdIaRaL5cuB6Gj+dUEBsGiR5/lLlgDjxwM5OcCKFc3+/NyWDQAYrp0yAUtP7AZgwju3DMOMKz3dR0aNsWLp1kw8O6M/dGol1vapQnqRHs//ehIPXz8WfyYXIKnY5SOcYu+KmUO7Atv5JckB/fsj4aqezoDLgwBc3+MIgwUfH98i2wYAK/OOILlUHjjXd8Bg+PupcWAzf41+vWMAAI6cLCQkJOCw+TRwxiVoX5w1SLTENpfIIC1+yzLj/QevFgVYid6E+97cBgDQq0Ih9F8HCu1Y+VRCPVdykVaoB3bthkqtET9rXPYh5KeX4n+neYH6j7G9kOIM9ukREYxpUycg9mgioqKCkZDg6b7EGMN98/nnJuft6y/os94n+e0LnDYE4HXnc80Yw5M/HQPHcWJQVWu0Y9aHu5GSz3+n/505EMu2ZSIkoguQzQvYA6YumH/dQFmbtT2HYlyfcO8XbABTSiG+SjmKqQMi8dzMgdj0/k4AwLbc+le1vPWxgl8qO58FoAi9IwJkxyXqTwFncpBZ5cCkSZOhUHDI3psNpKRCp1bAZHWgb89oJCTwcQ2heVXAwb0IDgrEkIE9gXQ+dOm66VMwaGQdJr+biI+Om3H/+K54+YbBKHJ+D4/vMOHIwqv5lddNvNuPSheAhIRJfPnjzfwz9sVJC6KCtTi4QLJq5rxG3yEjcEUvT8tmc3hjfSoAlxX983uuwCNO//5JE8cDO/h2RER2wYzpfDaj3oMrcNunLvE8In6s2Kcr9m9D7x7hMBbo0amTHxwKDgDfLzw0IRb/dvZJTYWllwBH+fGtS7BODDSeMmEslPt2IMMQgNXp/Krh7KsniquYk7MPYWdGKSZPnoxxlSmoTinC7TPlK4/65AL8eJoX/AlRcj3jHf5zJKSnAzk5iHxzGRYn7YZKwTV5PG8vLg0TYwdG6htYZ7F55B80WuxQcPxSrL/EZ/SnQ3IrjzsWmwMalUJMmQLwBR7iIvkpXLXRCpvdgflrTvjENcEbueUGjHtrW5OXSZLzqpq1pPn78XxsSS3G3O+Pitu8leF0J6ukFvN+OoZ5P3nO2jOd/pj9olzZFLqE6GCxObA5tRgqpUIUCoOiXeL6rZvlmQ6ainS5LSmnElVuS2c2u2cKOQB4cEIspg3k81wO6hp8QeIY4KOaRXEs4chCPpiwcwAfSDhjcBQemtgby+aMxEd3eYoDoYmcJGmb4GLRmMtuIGx4puSwXBy3EUvvHInB0cEI1qlFtwfhe3UnWKfGi7MGiQPRiB6huOPKnsh5+3r07xIkZi4Rloc/3nEGJZLgRiHI83CO5/Pg7tIh4K91fSe//nMsAFduWAE/jRIqJQcH45PrS4Nw/zW9Hx4YH4O1j493ft4RWP3oWKx+dCwendxbPM6be9ev/xwnBiHuyiyD1VllUJrubke6vFhKU+IbhPLq0p+18FooUdsjzF/sNwS3p/BADcrqCYqU+vH/ftwzHd+F0jnQ9XcxWOxYd6IQfyYX1Ov/Kn1WLzTWIyXf5RIwqV8EdBolfjrksu6ecfZR0jaUeSl13xSEbBALZg5E38hAZL81s1nnVxusGPLyJsz6cA9mfbhHTMvm7jMtdQsU8tsKPsiBWv658eaWplRwYoDavWN7AZCnp/xmb47MRc1kdeDjHVnYK3G/EOJ43P8eeqP8vWBwKq2p/7usqLNg+KLNmL18b4P+zQezK2RxHdJ+XloUaEKca1JzZUwYXpo1CP9M6ONsn9MSyxgKqk0wWe0I0qpQWWdBkd6Eq2LDkLJoBhZK+qSmInWxkPb/WpUCU/pHyILzOklcXCY627vycB5+OJiLUD/P1ZWwevqy+nj7imAsynX5/Ic7n7mmxHq0Nx2/ha2Aw8EaFGq+Kv3q/sB+sfssei/YgExJqV+DxQ5/jQocx8nSci1cm4K9WZ4VbwSqjFYE6VSyoJ8QPzW6dfIDAHy0PQt9//sXfjqUh8nvJvrk80j5/sA5THp3BwqqTXh2dePlSw+cLceNH+/FV3uaXhDgqZXHPZKrF3lZknbni118vl5voiSzuAZBWhW6hugQ78xkoJR0JtIJR0L/CDw5tS8OLpiGuKim5x+WIs06UWexiQOs0DnsP1vuNd2NVqUQO11fdiQ/PnwV/u+WoejszLAR6Sz7KRSt+NvwaMwaFu1xXhenQA+URGNrxcCzNoisukBmDu2K9fMmQqFw+RVLP0OzrjWsK8IDtVh6p2sCcf+Kw+LrJKcwznL6OgsZTRpCSDcHAKN6eg909FMrxd+Cxe7AWolADNTxfceIHqHIeft63DiiG+JjwxAfGyYbGJ+eHoezb84UYxYAvtS2UEzmu/05+HBbJq58Yyv+b+NpdAv1w7NX9/NoS2MTd8CV+UPwu/xi11lZ8BYgFxRCPtfoUD8UVBtRbbSixM2PVOqz+9TK5pVLZoyJmRvckU42pD6u7kGrAtJndU8D/XN9LJT46AL8s+3++NSYbKios8jyFxud6foaw+FgWLIlQ8yOJBTcEPohjuNksQjv3z7c4xpf7j4rZj546680rzEU0gwES7dmYnXSeY99tWYbtCqF6OMuZI4BXEvvHMeJecCFPqhzgEYW9zDk5U2ye2cU14jGj/jYMLFPXe2WMk+Y/BzKrkDMC+tFUT/3+yN4f0uG17ziW1KLUG204lhuFbam1u8PXlhtElM4Aq7AuwFdgsTvWqtS4MYR8liGBybEit+D3vmbFrJRrTtRiJ6d/ZF0rhLHcqtwVWwYAuvJRNQYwm8qxE+NWEnGJZWCj6ER+PaBeJnrTkQQPx7MX8P/ToWCS1I6BTTPJenO3v74R6nLtz08UIubR3bDdw/GN+s67YEv07z9BGA/gP4cx53nOO5BX13bl1Qbrei9YAPu+cozpyjAP+wDXtyIB1YcbjT9UWPszpR3oILl4ICk7G9FnVkMplK5Offf/eXBegO8cisM6BnmjyCdCvExYXj26n748t7RiHaWhZSWFgZc1dN8hbTKXEOuIAA/4fhuP++v5v6d1Ed9Ud3ectK6I8yO1V7yM+ZWGNArnPfxe+OmIZjSPwLj+rpm+UJqNoBP1/PsNf0v2HoLyMWt2eoQrSX/nckvoZ44Xw2bnSEuMlBmudWoFPjhIC9G6husL4RxfcJlac1inYGKjVkoXv7bILx/+3CM7uUScaIFuePqYxkLZg5E6qszvKZhagrdQv2QtHA6BnaVu+38+5p+uH5YVxzLrURlnQW5FQbEx4SJg01D9OrsGrw4jkPSQk9R3TlQI1qAlyeeEa2wAGR/D3fG9QnH6kfH4uv7RuOfCX2hUHD4/N7R2PyvSfj1n7xbwZNT+wLgg0GXbefdRxjjUx2GOi1+YRLLn5CJx1JPpTOHg4kT+5IaEzKLa7Ar07Nkt1Qgj+jBCw2NUoG8CiOGL9qMeKeLh4DeLcPCL25+8w2xI71EViERAN6YPQQT48JR4+xfM4trcMsnruXvzGLvmT+kn/u9zelioJPAv1Ydx6wPd9crZo/lytNqWe0OjwnwwewK3Lx8r8xq/vyvJzH4JV4oMsawNbUYuzNLxXRoJTUm9F2wAZ/uOoOl2zJx26f7seC3k2I71JKHtFuon/h69shuYlYJgdfXp2HJ1gx8tz8HKw97z9MsLeTx8xH5Mbd+sg8Giw01ZhuCdGrEx/CCcExvVwaeLs5x6ppBUWJgptAHcRwns+y7kynJytKjkz9sdga9yYoPt8tTJArX9TapW7YtE+Pf3o6YF9bjjs/2o8Zkhclqx/O/uiYwJTUmr4a0aoMVpTVm2SqkYAzr1dkfGpUCqx4Zg9WPjvXa/iAdLzDd8+M/Ork3hkhWLe8e08v7F9AEBKOPn1oJnUpq3eYw3Pm8+WuUmOS2uug+SY8ND4Q7YQ0EqDcFhYLD+3e03M2lLfBlFos5jLGujDE1Y6w7Y+wrX13bVzgcTMz3WN/sf8lWPmPB9tMleH+zZ8ndhkgt0OP9LRmodPqNniqohoIDMt+4DtcPcxVXECqVHc2txNrjBbI0N+7U576QV2FAjzB/qJQKrJ47Fk9Oi0NkcP2BHO6DVGWdpUW10KVW18ZmuYv+PIX1J3lrSF6lQZZO6Pfj+bLk8QLumTxuHMFbNZtiQS6o5q8nLLGdKa3Fs6uTYbE5YLY6REtFXFQQvrlfPosN1jVvdtwY0sHPInGnCPFTw0+tREGVESabHSqlQiYapBaUKi8R575CyOTRWE5Kf40KN4/qLvt9BTtLjBougnyWAN8xS92YWsKMwS5L7D1jY9A3IhAF1SaMfG0LkvOqMLCr54pDJ3/vv63XbxoiVskKD/SsQDVjcBdx8rxMMjEd0CXIq4VHSnxsGKYOiJJds19UEK5wCusQP7XXieTVg6Kgdd5zaLcQbHx6ImYN64qM4hpUG6zot/AvzFy6W5YNwWyzo/eCDVh5OA9XxnSC1c4Xw6g12zAxLlycFAL85PUOZxpBwdLsnn1HSHfHGMPjPx4V2wIA//45WWZhbYhEp5vItw/Ei4N7bHgAwgI0Yl89c9lu2Tn1pTyTCuSM4lpZYYWPd2Tht2P5SMnXY90JV+CZze7A87+cQGZxDRQch6kDIrHlX5Nw88hu6B3uSr8m5FgHgJxyg4eBxmJ34MNtmYidvwEPfZuEe746hAf+l4Qdp0tw52cHYHMwWWGZHw/miplxvBWVAHgxet2QLnhkUm+PFJIv/n5KfC2diN19VU/YHXyKtbc2pMF9yDldVIOFa1NQa7IhSKfC6rljkfP29bJJeNcQPxx98Wr8c3IfzB7ZDUFalaxCp7+6/udUmiJPreRgczhEA9BrNw7GF/eOxsieoaKFWEiPKP39AS63lYPZFTh4tsLDqPTB1kx8slMevAoA5c6MEtIJsGDIEtxDrurdWRSi7oT48cfsyijF2mP54kRoYt8I/F0iiltimBH6aT+NUpbNSKngGsyl3yPMXxwfAeDOeM9YjU7NdLG4mLmsXCzcO+Byt/RGFXVy3yRvSzD18fTKY5i5bDeWbcsUO3OjxQ6dc3l0kMTqJPhCCgJ8geTBTXv1Wpx+7VoxL6s0hUxGcQ0yimtgstpRpDehV5j3jA5dQ1wPltApvCTp7D7beQYjX9uCt/7yzJRRZ7bh4NlyPPJtEm7/bD++3H0Wm92qb+VXGVGkN4mWCKudNZjYfVuaa6nqbGmdOEmx2Bx4auVxWeCCgLvl/FZnKecV+3Lw2rpUfLbzjFd/ZL3JKi7Hni7SY/6ak7jhwz349eh5HM6pgNXu8BgsZktSegX7+TZuVdoZWWwO0aKjUnIIC9Dgh4O5SEwvhcqt44oK1uGTu73nWvYlg6J5weFN0DVGfIRzCbO0ZVkVLkaukFrSVQpZKVYAGB3jaR3Z9Z8pou+3lL+P6YW7rnJZ9YXJ0cd3jcLxl66GTq0U/fYA4KVZg3Bq0QxsfHrSBWU2kMJxHP73gGuSeN+4GMx1phMUrI5KBYcBXXg/eKPFji1pfLaR1EI9lkuqtEn9ZJ+9pr94zLHcKgRqVWJqSuGab948FKdfu1b8DO+6FaYRXCnSCmvElHSvOwsVAPLJQkPUmm3o3skPk/pFINIpasIDtegcoBWX/90niO6ZXQQsbv3cqcJq1JltYIzhM4mYKpRM5HPKDViVlIeHv02C2WaHVqVAXFQQ3r9jBFRKhWiJLKu14OnpLpebTxI9xdl7W+RGm10Zpbh/xWGPse1a5zK6sArl3ueFB2pFtymO47Bg5kD8bbinaxXAlzhefBvvihEZpIVKwaGs1oL4N7bhs11nkVfhaeBYczQffyQXiGnbvBEWoIFCwSE2PAAnF82QraYIvvn/udaVn3fj0xPx9PQ4cWy4b1wMVEoONjsTc273iQjE1YOicFVsZ9SYbLj2g10wWR0I0qnw8KTeeGP2EHjD5mBifIjgzy98DoA3sryxPhUmqx2VBlcBDQFhfJe6L9SHYIT5Zm8Onl7lGv/8NAqPVeQLRZgPa1UKWV+kUnBioY76vEyFzzWiR6hXkS5MdIZ6GpcvOS4rgdyrsz/Wz5uAuc5a6cLsWuCEs9KMUC1Go1TAZLXjcE6FmOS+PqS5RvedKccfyQX4ck+2WEpaKkByy+vAGBOt2NJlDj+NEjq1UvxhSgXyNUt24Zolu3A4pwKMAT07u5bKpEh9JN0tTOW1Zrz1F59WZZWX5bPliVm44/MD2JxajEPZFXh9fZoYnSsw53O+GtGjk3vj2sFdcLpIj7iFf+H34/nILquTWXmzSmq9ViPTm6zizDm/yoiDZ8vFZapqgxVj35KnIRrrXJ47VaDHV3uy8dZfp/GeFwt/fiXfWUcGaWG1M/x0KFf8G5TXWWB1MI/BIixAI/rl/cOtXHRLkS4V5lYYcM0SPu0XX/bY1UPdfVVPWbumD4zClAHeg8l8SXxsGDbMm4j7x8c2+9yRYWqEaTjMG3QZ9JRunJYU19CqFOjhJpCnevnbBenUou93QwjuFMN7hIh+9NJsLA9MiJUFMrUUqcvJi7MG4YXrBgBwBfoIFiU/tRJ1Fjv++5trGVqowPjB1gw8+aMrmDbAzVIf4qeWxWScrzRCqeBkVsXeEYH47sF40Xc6tVAPxhiOnOMte/OmxWFotxAxdiC9uMbrErjF5sCybZlYuPYkPtiagcT0UrE9X9w7Gg9OiEWfiECEB2lgsNhFw8i/r+mHtFf5WlfJeVXYmeHpGiL0JUvu4AVjXoURCYsTcSyvCnqTTTRIvLMxXbyuIOhyyg0oqTF7FJKY47TSXdGrE56e3g8je8otjw250dTHgpkDZSuTfm4uVAfmT8We56fItkl/U+/dNly0DPtpFKIV0u5g9Yo4qeuGQFNW/Lwh9PcmSc7iAV2CRXcNwFn8R6FAeZ0Fx5yrsjqN67cK8M/p/jNlorX3rviesnYK7lLVRotoQZburzPboDdZMe29nfhidzYe++GouOogtaQO6RaC1FdnNEkgB9WzStncQLyGEHyidWol+kS4+mepBdlRj0IWvrv6VrwAYMe/E/DDiEtfPl76n1CCWqnA4OgQ3OOMli10e3iFilM3DOuK4d1DsOZYPga8uBG3fbofc78/6t0fyWgVXQSU/8/eecdHUef//zUzW9MbCQkthE4gCSVUgQQRUAE7KhZQVPDsno2zgHfi77zzvnqe3qFiwdNDRE4OO4cQERXpcIJ0AoRgIJtks9lsnZnfHzszmZ2dbdmShHyejwcPsjszn89ndnc+857X512Ep2EAPhkU5H6Le6vMeELwdcpLVV9GSdRrkKhjfJKQA5D8p7unJ/hsAzxGz/JbR+KG0h5eyzyf7av2KpGrttzsz0dYVNvX7j4jtTF7ZA8pup7nPYrP1X//HmP+3zdwsxysDjfmvr1N9ULbfarBq9LW9W9sxbSXN+OL/53F7tMet5KBXZOxeOZgrLh9lOqkXGmywuFmJVeRQ79acOlfvwNNtQT+yLl/5W7sPd3gVaJbpJtQprg1qZQCUewn1Z5OQ3lVT7pyWDdpqXtwbgoS9ZqoTpiBGJyXEtSPXA0NTWHXFTm4oqf6g9qFzA0yP26KoqSVh+xkPSr/eHlEBuyfri1G3+wkaekdaFGV5ZHz0UJusMl/B+L1KQblHDjruW4cbg43j+mJgV2T0Wh3o7rBhpc3HPEqNpNs0HiNddGlg7w+E4NW/dYzoV8XrLh9FOaO7QWeB2oaHThwthHpCVo8NKUfaJrCB3eMljKKjHhug1T04M3Nx7H8u+MY98dv8H//PYz3t57CyxuOoM7qlIyBHhkJeHrGYDA0JcUbiCnMclONMOoYDBcM1OdUUueJxWbkRsd5iwOPfLQXFAVcPbybFPh42V+/w9V//x5Xvva9tG9Ds0sy5kSKuqfhxP+7TPLFrpHNC+P6ZOKuiQVe+786Zxj+dE0RXr6+xSXjoSn9cfnQFjc+rYbCfx/2Xx1Sw/iqlXJXuYv6ZaFUMEYZusX9y83xqiura+8Zj6cuH+TzvrJgRag8OKU/7i7rg6uHd/cKLO2T3fK5Jxs0ksj0R0H0EY27cX1b3EUqTc3Sd01RFP5xc8vK3OqFHj/hx9f8D//66RRyUvRePrZnzXYULWkpw13dYJOKeGQk6vDW3JF4bY6nvVDdt/z99pUPMZEgJhpQtklRlPRb8OcYJ56/P0Me8LgopXSU4JMIiGse5PZCdrIeNNViIHtcIWiYbS7QlGcJRC3Svb7Z5XXx8DzvVcP+hWuK8MFPJ32OAzxZALQMJS3lrRIibhcIarYaXZL1ON/kwPNf/II3hMwMcnL9GNcAMGVwDqYIE8sdF/XG8i0ncO+/dmNIN4+hPql/F3x7+Dx2n6qHm+Mxslc6KIry60/8zLr9eG3OcHwh+BK/cM1QyX1Ejrj89OynB1DQJRFnGmz4+03D8ZsPdnmNZefJevRI9zasqupt+M0Hu6TlvFduHOYVCLF64Vjc/f4uXNQ3Ew02FyoOnceAp77CTaN7YulVQ7Hgn56MF2P7ZGJqof/8jPEsb1k2IBuzR3ZH2YBsbD1uQqPNhbV7quFQVAzTa2ipFLK86NpTlw/yUScJbc+o3hmoeKRMynxgEFRYf6pMOFwyOAeXKPKld0/3ZJW4RnA1iiZGnfqNeWL/LpjYvwvmjs0HAJQPzJaC9Mb1ycKRmiaYbU4p44HIU5cPQn5WIl65cRg+33cWJT3SkJqgxUwxn/oAACAASURBVJxRPcHzPPLSjJjpZzlf5PKiPKz48SR+EVw0BuWmSK4YWobGk5cPwmMf70Od1Yn91WavUr9qdFWZK0W3lVvf3ua1zyWDu2LXqQbUNjlgdbixv7oRuakGJOgYKeVkv+xkTOiXhe+O1CInRY/jtVbkZyYgM0mPp2cMxvbKOuyrMqsGFT+skh1E7iojHrPl8XJ0TTHAzfFIS9BKsQhlA7KleVqsuvnAlH6Y/GKF1IaOoZGRqMPimYNDNlLl97acFAOuH9kD207UoWuKAWlGLSb174K7JhZgm8JX97P7LsKQbqko6JIIvcaTJWHnyXqcabAhP7N1hZ10GhqPT/esZPz9puGSa0tOigH5mQlwuDnMLu2BQ79avEqpi+4Bg3NTMKRbihQYL09NJr9nJSp++/83u0R4eNL5pNa7eGA2vjl4TloRTUvQ4uJBoeQB9oaiKPz1hhI89vE+vH7LCMx7x5MJR7wOu6UZkZMSfKUpEOL9ZaiwgvzRgrH45qDHNUp6IPYzVc2/qDd2nKxHfia573RKA1nL0OiSrMfZBhte3XgEL64/jF6ZCRjZKwPJBk/dcXm+V5GzZpvXJPLPrd7GcNcUA56YPhDz3tkuuQ8UCz9QiqKwd/FUnKprxrvft0QHq+WoFdFrGHy617tM7L3lffHqJo/fX15qaMrdUzMGY7mQXk2cMCb0y8K3h89LN5beWYnY+NtJPgFzb88biX/+eBL/PVADu4vF+gM1KB/QRcqEoJZfFfD+bLoLhjBNecby43ETPt9Xjfd+rAQALLp0II6ea5L8/k7UNqm2XZqfIUX5r919Rgq++eCnU1h61VApajlZr/VaNp5ZnIepg3M8gXrhFrWPEJ2Gxp+u9Rj8lw3Nhc3JYkDXFJQPzMbb80bi9nd3ICtJB4qi0C3NMyFdN6IlMOKOCQWq7RLanvysROQLK0Z6rbhsGZu+KIrCfbKUcNGkh7ASdeOonl7v56UZ8Z7MP/mWMb3A8zye+c9+9M5KRLd0I348ZkJNowPF3VNx5FwTmp2sZNwP7Jri5RqSnqjDvZNDO4cBQjlbMY3edYoHA7n7wJ3vqadwe3XOMGw7UYf3fjyJASppGpV+46Jb28JJBVh/4FfsPtWAQlmKsWKZu5pRx2DFbaPACcVFvvz5Vy9/zdvG5+OhVb5lmxdMLPBJ/aVk9sge+HD7aXRLM4KiKGgYYM8zU/Hm5uP4cPspH6NO5M/XFUmZOEQ/03Bcp4q6p+Jfd4xGX0H5v2ZEd0wa0AWZiTovX/XRvTMwoV8WzprtKB/YYqynGLTY/+w0MDSFisPncds726XrIhKUanfFoy2uIUuvGoLtlXWSD3aucE9M1Gvw2X0TUP5iBU7UWr0eAuUGMkVRePKyQVj6hSceR4wt6JmR4GMgiylUNx08Bw3tX0wKhStKuvn8DkS1V56Gr7VMHpiNP11TJJVwF1M/Ap6HJw1N4ekZvoo/AFw6NBf/uWc8CrpEVrX2QqBTuVjIyU014odjJrwo+LGeNDVjza4qaenu+auG4rKh3v5ESn+qL/531stfKTtFj9EFmfjlD9Px/FVD8c5tpVglS/WSoNNgYNcU6ckYgHSDVeOQLF+yiHw5nA5jWfzvNw2XnhyvHtYNNyhuhidqrfhox2lUm+3ShbH+oYmYPDAH0wq7wunmMO6PHr9geSEEq5BtQr68pyTVqMXXD07Ej4suBuCZhI6dt0qKyNxx+V5ZG17b5AlO8Rd5DXiMTTlbj5skP7M/XOkdiPG3G4dhZnEeDi+91G978cKoY3B3WR8YtAwmD8xB5R8vx46nLgHgUbD2Lp6KWyJI70NoG0S/Pn/pCdszOg2Nvc9MxR+uKAy6761j8/HT7y7GoNwU9EhPwFmzHafqmjGmTyYenTYAOSl6L9eQ1pKqKFBQ2ts76HHywGx8LCyPiytC/31oIp6eMRiLLh2I9+ePxoyiPCm4d/oQX9/QvtnJ+PCuMVj/0ES8eetI9BWW7ymqJcOGnL1VHlcM8b5A0xQ0DC25W8jnMLn7W48MI3Y/fQmevGxQSAbr0quG4pffT/cJwLxzYgG++W2Z38DMEb0ypEwUSj/nUKAoCuP6Znl9f1lJep/+NIwn8GtmcZ6PkSgWWhpbkInLi3K9gipjgYah8dn9FyFZr/HKKS4iPhjJ3Rq6JOuRlaSXMkvdKbiwJAjxPwDw2k3DvQIme2QYJVeXHSfrkZagizhAVkQ0yqPtgzy7tIdqDn2apnD0+ctwi7AypEZxj7SALhadhU6pIAOe5TUxX+7j0wfiha88PkzixNwzMwF/v2kEqhtsOGu245p//IC1e6qh1zBIMWow61WPX9lFfbPw8d1j8dPxOi93AHlUupJQLwT5uHJS9PjDFUMwtbArxhRkhlWRDvAYlN8dOY+V204jL82IJL0GeakG5KQa8PMZM1wsL+WAnDOqJ24Z20tSYcXPRBl0ArT44t1/cT9UHDoHq9PbP61Pl0R0T0/w8m2U+yJ+eu9FMGgZqaSynEAGsk5Dg6JaInFvEAIHrxneXTKUn7p8kFf2EMCTBkjux9beUBoGhI6BqFCVqmSv6AikBgjIUSIqpXJVLs2ow23je7cq2NMfGYk61FmdeHTaAB8FmaIojMzPwICcZByqseDhS/qjX06yT0Gfou5pOP78ZX7FBDE3b3/FcROElb0J/bLw3u2jcPU/fsDuUw24qG8W/m92ide+YuCePH5hZK90PDZ9AN7YfBz/fWgSDFpGMsSCwdCUX7eXYCyfOxLHzllbnes7Whi0jOSbG2sSdBr879lpqttE1beytiX2JtWo9ck3/v780eiT3SJW5aYa8eCU/rDY3Xhrywk8eHF/dEszSq4ugQLYwuXteaX45Wxj3GJOCKHTaQ3kfjnJ2CCkH5syKNvHQBbJSzNKN4RP91bj073VXvkUk/Qa5KYapaWMUAj16f7usj64bXw+VvxQidvG95aeBlubqFtMLycakFsenwwenkTqT639WdqvV2ai1wSrzOcoDw55cEp/3DS6F7qmGvDqnOFYs6sKd5f1weWvbAEAPDOz0CcA7I6LeuMfFcdw+dBcyUfq3sl90Tc7CQsm9sGgZ74CoF7oQ84PT0zGthN1+NvGo5If2o/HWoIM1dwTAj01EwitJUGnwZcPTECvTuS3N6l/Fyk4Sl6WPVq8P3801uyqktLOqfHVgxMAIKCaF85Km0i3NCO2PzkF6QlaUBSFwbkp2H2qASN6pfsYMkO7e869sFvLZ0BRFH5T1he/Kesbdt/h0D3diKr6Fre4BJ1GmlMJwPWlPfDWlhOqq7Fy5CWh5Tw9YzDuv7gfUoSKlaJvbzSrm6YatV5FVAjth05rIN83ua+UZ1KuaKrlwWVoCqPyM7BNKN8pGtMA8MxM32wJwaBpCj0zEnD7+Pyg+xq0TMBAvnC4fmQPfP3zr9IynHjjuHlML1Q32PDejyfxxi0jfC7WvDQj9i2ZKkXzyh8GGJqSglvKB2ZLqck+u+8irN5xWkrXIyczyRPpL0fprwj4VhZUkptqxBUl3TB9SFcMeMpjVCtdLwiEeKGssHehIz/fQLEUrWVwXgoG5wWeX6O1zK2GvBCEmJ6vr8rq05Ul3TCsR3pAd7lY8d+HJsU9rqIj0bdLErqmGPDotAHBd/aDXDS7vCgXH++s8lvhlnBh0WkN5ASdBjkpetQ0OryeBv15Lny0cCweWrUHn+w+AzfHo1uaEZ/cM67V/nabHysPvlOUGV2QiZ+fnaZ6U3ls+kA8JvONVpJi0OJP1xahMESlaEi3VAzpFpmSEUxBFtFrGHRPN6Kh2SXlcCUQCLHni/sneGVduVC5e1If5KUaVGMtKIpqE+MYECqlgSzN+4OmKWz93cVRa2/euHx8vLPKb/pOwoVFpzWQAeBfd47BJ7vOIDNRh8PPXYqXNxxG2QD/xRnEp8bphV3x6pxhUat6E08iUVxmqwSuxILeWYk4UWuFJow778bfloGigqvOBAIhesTCtaI9YtQxPoHNhM5HYV4Klt86EiU9iYHcGejUBnKfLkl4RFh60WmogAoqAPx2an8kGzR4/qqhxBCLIR/eNQY7T9aH5ecVTZ8wAoFAIBCUUBQl1RcgXPh0agM5XAZ2TfGJYCZEn5wUA/ElJhAIBAKB0GYQ2Y1AIBAIBAKBQJBBhZtPN2odU9R5AOp1mQkEAoFAIBAIhOjTi+f5oKl32sxAJhAIBAKBQCAQ2iPExYJAIBAIBAKBQJBBDGQCgUAgEAgEAkEGMZAJBAKBQCAQCAQZxEAmEAgEAoFAIBBkEAOZQCAQCAQCgUCQQQxkAoFAIBAIBAJBBjGQCQQCgUAgEAgEGcRAJhAIBAKBQCAQZBADmUAgEAgEAoFAkEEMZAKBQCAQCAQCQQYxkAkEAoFAIBAIBBnEQCYQCAQCgUAgEGQQA5lAIBAIBAKBQJBBDGQCgUAgEAgEAkEGMZAJBAKBQCAQCAQZxEAmEAgEAoFAIBBkaNqq46ysLD4/Pz/u/VqtViQmJsa937akM54z0DnPO27nbLUCLBt8P5MJcLkArRbIzFTfBqhvB4C6Os//Oh2Ql+dnKOR77gyQc+4ckHPuIIR6DwD8zuNtdd47d+6s5Xm+S7D92sxAzs/Px44dO+Leb0VFBcrKyuLeb1vSGc8Z6JznHbdz/uoroEvQ+QVYvNgzIVZXA88+q74NUN8OAE88AYwfD1RWAu++q9oF+Z47B+ScOwfknDsIod4DAL/zeFudN0VRJ0PZj7hYEAgEAoFAIBAIMoIayBRFvU1R1DmKon72s52iKOoViqKOUhS1j6Ko4dEfJoFAIBAIBAKBEB9CUZDfBTA9wPZLAfQT/t0F4B+RD4tAIBAIBAKBQGgbgvog8zy/maKo/AC7XAHgPZ7neQBbKYpKoygql+f5s+EOxuVyoaqqCna7PdxDQyY1NRW//PJLzNpvj7TFORsMBnTv3h1arTau/RJij8vlgr252ROkEQy3G3A6Pf8r9xe3iX+rtGfkuLYLlCAQCASCKhzHwRrKPQBAIs93SH/eaNx7ugE4LXtdJbwXtoFcVVWF5ORk5Ofng6KoKAzNF4vFguTk5Ji03V6J9znzPA+TyYSqqir07t07bv3Gk3WzZ2PGypWgGSZufa6eOhUzVq6EMTMTe/7xDxz//HMAQP7UqRh+//1xGQPHcejTpw9Onz7ts+12AKsAqE2ZlwDo9vXX+DeARgCjAaQB+FrYfguALV9/jROK44qTkrBnwoRoDZ9AIBAIUeDWF1/EB5s2hbTvDTk5WHnRRTEeUfShPMJvkJ08CvJnPM8PUdn2OYD/x/P8FuH1NwAe43l+p8q+d8HjhoGcnJwRH374odf21NRU9OnTJ2bGMQCwLAsmjkZNe6AtzpnneRw7dgxmszmu/cppampCUlJSTNreUV6Ooo8/hk4tNVkM4FkWO6dMQeHbb8PYuzeOLFqEbvPng+c4nF2xAn2XLgUQ23MGALfbjUsuuQSlw4Zh5HBZuAHPo+Dtt3Fmxgw4cnJa3m9sBGga3davhzMzE42DBsGRnY2uX34JvcmEk1deCQAoWLUKptJSmIuKpEO/37oVx44fx2dvvQU4HICftJCxPuf2CDnnzgE5585BRzznexcuRGNTE2ZMD+SBC3z29ddI0mrx96VLfebxtjrv8vLynTzPjwy2XzQU5CoAPWSvuwOoVtuR5/k3ALwBACNHjuSV6T1++eUXpKSkRGFI/iEKcvwwGAwYNmxY3PsViVUKGZ7nsQNAUX4+uo4YEfX21XA1N2MngOElJcgZNgxneB5Tb7kFDrMZX/7739J5xjptjlNwibhi6FA8effd0vusy4WX3n4b906ejD4TJ7YcIKRy+yfLontpKfqWl6PH8OH41/btsDc24nHhen8RwPRBgzBJ1uZDzc2oPHgQZYcOkTRvCsg5dw7IOXcOOuI5JwHo0asX/i6bs9U4efAgzv/vf6rzeHs/72i4hawDcKuQzWIMAHNr/I8JhI4CKxiJ1mrV58CY9sk6HNJrjV4PjV4vbYsH4oqTcpWHFQp+2AKsGDA6nTRWl90OrWJVw65ybPD1LQKBQCDEG47nEcpaP0VR4ELwVGiPhJLmbSWAHwEMoCiqiqKo+RRFLaQoaqGwyxcAjgM4CuBNAL+J2Wg7IJWVlRgyxMczJWzWrVuHP/7xjwCAtWvX4sCBA9K2srIy1aIrO3bswP1h+qY6nU7cdddd6N+/PwYOHIg1a9ZENvALEE4w8priaSDLDGM5tE4nbWtLxHHZGhr87kNrtWDdbgCeSVM0tnmeh1Gn8zk2lq5WBAKBQGg9HM+DpoNrrDRFgYvDeGJBKFksbgyynQdwT9RG1M5xu93QaOIfVz9r1izMmjULgMdAnjFjBgYPHhzwmJEjR2LkyJGwWCwh97N06VJkZ2fj8OHD4DgOdWKJSIKEWzBI42ogyxRkzu0GLfwG5apsPPCrILvdoBkmoIKs0WqlsVIUJanDLMchyWDwOVa+D4FAIBDaDxzHgQ5BxKBp+sJVkDsb7733HoqKilBcXIxbbrkFADBv3jw8/PDDKC8vx+OPP45t27Zh3LhxGDZsGMaNG4dDhw4BAPbv349Ro0ahpKQERUVFOHLkCABPkNydd96JwsJCTJ06FTabzatPlmVRUFAAnufR0NAAmqaxefNmAMCECRNw9OhRvPvuu7j33nvxww8/YN26dXj00UdRUlKCY8eOAQBWr16NUaNGoX///vjuu+8AePx7ZsyYAQBYsmQJbr/9dpSVlaGgoACvvPKK6vm//fbbWLRoEQDPDzsrK0v6DO6++26Ul5ejoKAA3377LW6//XYMGjQI8+bNi9bH3yHgnE4k5uai4ehROENMcxMpokpsPXsWpl9+gSEjAwA8WTS44M/nLpsN7iikT/QX1Ms6nUjs0gVN58/7PZbWamE1mdBw5gwYna7lWJaFQaOB02pFU20t3MJDAEBcLAgEAsEfHMuCY9m26TtUBZmmL1wFua148MEHsWfPnqi2WVJSgj/84Q9+t+/fvx9Lly7F999/j6ysLC/19PDhw9iwYQMYhkFjYyM2b94MjUaDDRs24He/+x3WrFmDZcuW4YEHHsBNN90Ep9MJlmVRU1ODI0eOYOXKlXjzzTcxe/ZsrFmzBjfffLPUNsMw6N+/Pw4cOIATJ05gxIgR+O677zB69GhUVVWhb9++2LJlCwBg3LhxmDVrFmbMmIFrr71WasPtdmPbtm344osv8Oyzz2LDhg0+53fw4EFs2rQJFosFAwYMwN133+2Vp7hBWOJ++umnUVFRgT59+uDVV19FjpCVoL6+Hhs3bsS6deswc+ZMfP/991i+fDlKS0uxZ88elJSUtPKb6Vi4HQ5kDh4MW10dvrzlFlzx73/Hvs/mZhgzM3Fo9WocWr0afWbODOv4dddeC1qjwVX/+U9UxqPmg5yZn4/KrVv9HpMzcCB2rlyJEz/8gL5lZTgoBGu43W5oGAZ5RUVYOX8+Gs+exeh584iLBYFAIATg6zvugKOhAVd+8knc++Y4LnQXC6Igd3w2btyIa6+9VlJNMwSVDgCuu+46KVWa2WzGddddhyFDhuChhx7C/v37AQBjx47F888/jxdeeAEnT56E0WgEAPTu3VsyHkeMGIHKykqfvidMmIDNmzdj8+bNWLRoEbZs2YLt27ejtLQ0pLFfffXVAdsHgMsvvxx6vR5ZWVnIzs5GTU2N13a3242qqiqMHz8eu3btwtixY/HII49I22fOnAmKojB06FDk5ORg6NChoGkahYWFfvu8EOGcTiRkZ+PSFSvgipOCbDOZMPjWW3H1p5/i6k8/xbB7wvNqclmtMMn81luL5GKheJ91uZCQmYnkLl38Httr1Chc/dJLuPqllzDq1lul9mx2O4w6HS5ZtAj9L74YPMfBZjZ7+SkTCAQCwZumM2dQs2tXm/TN8XzoLhZxGE8saLcK8ssvvxyTdgP54/I871e1SkxMlP5++umnUV5ejk8++QSVlZVSmpI5c+Zg9OjR+PzzzzFt2jQsX74cBQUF0Ov10rEMw/i4WAAeA3nZsmWorq7G73//e/z5z39GRUUFJspTZgVA7INhGLiF5Wl/+/jbLzMzEwkJCbjqqqsAeB4K3nrrLZ/jaZr2aoumab99XoiwDgcYnS6uGSRsJhOMEeRcNmZmonbfviiOyBvW5QLjp2qiPyNXp9HA5XLB5nDAIBwrul5oExJiM1ACgUC4QNAlJ8MVRoxRNCEKcifj4osvxkcffQSTyQQAfgPUzGYzunXrBgB4V5bT7/jx4ygoKMD999+PWbNmYV8YBsno0aPxww8/gKZpGAwGlJSU4PXXX8cElSpiycnJYQXehQpFUZg5cyYqKioAAN98803QQMDOCOt0gtHr45pBwm4ywSisbLQGiqajosb6DdJzOv0ayKyfidSo1cLmcEgKMgAwQvCh1mAABeKDTCAQCP7QJSfD2VYGcidQkImBLKOwsBBPPvkkJk2ahOLiYjz88MOq+z322GNYtGgRxo8fD1bmIL9q1SoMGTIEJSUlOHjwIG4VlpFDQa/Xo0ePHhgzZgwAj6JssVgwdOhQn31vuOEG/PnPf8awYcOkIL1o8cILL2DJkiUoKirCP//5T/zlL3+JavsXAqzDAUavj2sGCVttLQwRKMjimCM1kgPlQZYH3snhWBaMmoGs08Fmt8PucLQYyML/PMuSLBYEAoEQAF1yshTQHG/CCtLroApyu3WxaCvmzp2LuXPner33rqKC19ixY3H48GHptRj4t2jRIikDhEhGRgZ+/vln6bXcp1eJmH0C8LhrzJkzR3o9b948KVvE+PHjvfIgi4ovAGRlZUn+wGVlZSgrK4PFYsGSJUu8+pKPSU6vXr2kDBpy5J9Bfn6+1/HKz+dCh3U6weh0oBkGfAgZJKKBzWRCXgQKMut0IikvDzaTCQkRtOO3/QAuFm6OC2gg2+x2pIkGstCG2+UCSJAegUAg+EXThq5oYblYxGE8sYAoyARCmIhqbDwJ5oMcTBlmHQ6k5udHXP3PX5AeF8BA9qcgG3S6FhcL4VhRmeZcLklBrq+rw49790pq/b7ly3E+hv7UBAKB0BEQ1WOxkmk84cNwseiowdbEQCYQwkRUkOOJq6kJ2qQk1W20VgsuyATJOp0wdukCR2NjROPw52LhaGqCPjERFE375OV0+zGQdQwDl8sFl8sFreB7PGj6dEx76imwTqeUxeJ0ZSW+37MHViHryvo778TxL7+M6DwIBAKhoyNWdbULcVNx7bsTVNIjBjKBECZtoSCzTic0fvpkQsimwTocHn+1GPlM28xmGNLSPH7ZCmOd8+NiQdM0WI4DK9tuTEtDzuDBXm2Ifv7yscfqPAgEAqGjwDocSO7RI67VVEXCCtIjCjKB0DloCwWZdThA++mTCSWbBs9DYzBIZbJbiz8F2dbQAGNaGhit1sdAZv0oyBqaBsuynu2y9kQjW3SxYIVlRPnY45U9hEAgENorrNMJXXJym8yHIfsgkywWBELnQUzzFu8+I1GQAYDW6SJWXv0ayGYzjKmpHgNZ0QcbSEFmWc92oQgP4En1xrpcUpo3lmWh02q9xt4WigmBQCC0J8SVwTZTkEkeZAKBIEcsFBLvPiNSkOExpCNVkP1hN5sDK8gqS3EauYuFUkGWG8MsC51G43WOREEmEAidnTZXkEkeZEIkVFZWYsiQIXHvd8mSJXjxxRcBAM899xw2bNjgd989e/bgiy++iNfQOjycTEGOVzlkLoBbR0gKMkWBiaaCrHjf1tDgUZBVfJCDKsgKFwxGqwXrdksuFpygILNOp9Q/UZAJBEJnhyjIsYUYyGHSliWVW9v3U089hSlTpvjd3hoDuTOVllbistkkAzmUDBLRwl8ZdMZggFtRvnzv66/jI/l3zvMeQzpGPsiOpibok5Ik9wg5brdb1UBO1Olw5MQJmC0WKYsFAC83DZ7n4Xa7odNq4bbbPa4mBkNUFJO3BgzAcfJgSCDEBZvJhNd79sTOl19u66FcEHw4cSLqjxyBITOTKMgxghjICt577z0UFRWhuLgYt9xyCwBPkY6HH34Y5eXlePzxx7Ft2zaMGzcOw4YNw7hx43Do0CEAwP79+zFq1CiUlJSgqKgIR44cAeBZIr7zzjtRWFiIqVOnwqYwZsQ+Fi5ciAkTJqB///747LPPAHiKcFx33XWYOXMmpk6dCgD485//jNLSUhQVFWHx4sVSG0uXLsWAAQMwZcoUaUwAsHDhQnz88ccAgO3bt2PcuHEoLi7GqFGjYDab8cwzz2DVqlUoKSnBqlWrUFdXhyuvvBJFRUUYM2aMVDJ7yZIluOuuuzB16tSwqgReaNjr6mDIyACAqBidkWJIT4ddURb93O7dOPXNNwA8CixoOuaV/yg/fdgdDhhU1O/s1FTMv/56zJ89G1q5D7LgpiHlRGZZGAwGuJqawDmd0EZJMak/fBjWs2cjbodAIATHYTbDbbej8dSpth7KBYHLasX8Q4dgzMxsMwXZn2gjh+rACjKppCdj//79WLp0Kb7//ntkZWWhTmZ0HD58GBs2bADDMGhsbMTmzZuh0WiwYcMG/O53v8OaNWuwbNkyPPDAA7jpppvgdDrBsixqampw5MgRrFy5Em+++SZmz56NNWvW4Oabb/bpv7KyEt9++y2OHTuG8vJyHD16FADw448/Yt++fcjIyMD69etx5MgRbNu2DTzPY9asWdi8eTMSExPx4YcfYvfu3XC73Rg+fDhGjBjh1b7T6cT111+PVatWobS0FI2NjUhISMDvf/977NixA6+++ioA4L777sOwYcOwdu1abNy4Ebfeeiv27NkDANi5cye2bNkCo9EYq6+h3WM3mWAUqtHFs9y0P4xZWbAp8mA6LRZohO/I0dAAQ3o6GL0erqamiPrypyBDeJ/Wan1Kn9pkpaRDQW4gi0F6Rr0eTosFbnFJY5KMuwAAIABJREFUMVIlXKiAGCufbAKB4A0bpWuX4A0dYgxKtOkMLhbt2kD+ePp02Gpro9aeMSsL01av9rt948aNuPbaa5ElGD8ZgkoIANddd50UaW82mzF37lwcOXIEFEXBJSwpjx07FkuXLkVVVRWuvvpq9OvXDwDQu3dvlJSUAABGjBghlYJWMnv2bNA0jX79+qGgoAAHDx4EAFxyySXSWNavX4/169dj2LBhAICmpiYcOXIEFosFV111FRKE0pOzZs3yaf/QoUPIzc1FaWkpACAlJUV1HFu2bMGaNWsAAJMnT4bJZILZbJba7czGMQDYamulqnbtQUE2Zmb6JIp3WizQJScDaBlvNI15f7qBRquFW9GHzW5Hmp8qe6pt07RkcAPeBjInBqVEeB7iAwXJp0wgxAc2StcuwRtNiFmMok1ncLFo1wbytV99FfU2LRaL3218gCWDxMRE6e+nn34a5eXl+OSTT1BZWYmysjIAwJw5czB69Gh8/vnnmDZtGpYvX46CggLoZem5GIZRdbEAfFU58bW8b57nsWjRIixYsMBr35dffjnockeg81Pu529s8rF0VmwmEwyigdxOFOQ64WFKxNHY2GIgC+ONpg+yHM7t9hi1UPfJttntMKanh92XXEE2CAZytG6yTdXV0BiNREEmEOIEUZCjB89xgHBPbvcKMikUcmFw8cUX46OPPoJJUJfqFH6dImazGd26dQPg8REWOX78OAoKCnD//fdj1qxZku9uqKxevRocx+HYsWM4fvw4BgwY4LPPtGnT8Pbbb6NJWCo/c+YMzp07h4kTJ+KTTz6BzWaDxWLBp59+6nPswIEDUV1dje3btwPwPCy43W4kJyd7PThMnDgRH3zwAQCgoqICWVlZftXmzojLaoVWUOrbhYKs5mLR2Aid8J3ZamthzMoKOR1cINRcLJzNzdAJD06MTge3wkC2h+liISL2IFeQo3WTbaquRmrv3kRBJhDiBFGQowfrcklZjdpUQSalpjsPhYWFePLJJzFp0iQUFxfj4YcfVt3vsccew6JFizB+/HipDC4ArFq1CkOGDEFJSQkOHjwYdiDbgAEDMGnSJFx66aVYtmwZDAaDzz5Tp07FnDlzMHbsWAwdOhTXXnstLBYLhg8fjuuvvx4lJSW45pprMGHCBJ9jdTodVq1ahfvuuw/FxcW45JJLYLfbUV5ejgMHDkhBekuWLMGOHTtQVFSEJ554AitWrAjrPDo6TosF1pqagPtQ8qd3pxNOqxXHPv0U5pMn4zFELwyZmV6uSNaaGjTX1EhjtJlMHheLKE6kPgay+MCg0agryBHkjfYykIWbbKSG7fl9+5CSn09u1gRCnIh1ufvOhMNsluautlSQtfX1qNy6NWCqU7mCfLK6GjW7d8driBHTrl0s2oK5c+di7ty5Xu/JVWLA42t8+PBh6fUf/vAHAMCiRYuwaNEir30zMjLw888/S68feeQRv32PHz8eL730ktd78+bNw7x587zee+CBB/DAAw/4HP/kk0/iySef9Hl/2bJlSBaW20tLS7F161affURVWeQ///mPzz5LlizxO/YLiY0PPogTX36Ju6urg+6rERTkM1u2YMM992DA7NkoE/JPRwv5cpoahvR02OvrpdcH3n8fPSdPhunAAQAeNVmflhZVBVmOy26HRniY0yUkwGm1em13ulzQacKbauTuQKzbjQSDAY76erAOB7RJSRG7RtTu24eswsI2V/8JhM6C+HDbRDLHRMz5vXuR3r8/AECfkgLLmTNxHwPHcUjevh1fb9+OuStXwuBnlVlUkF0uF7764QckLlyIm3/6Kb6DbSVEQSYQFLibm+H046uu9OMWFWTW4UDGwIExMbjYAEVCAECXnOw1XtbhQN8rr/R6rdHro6Igq7lYyMdnSE2FTQjolB8TSjCHHEarBSVkmmBZFkkJCbCZTGCdTo97CxfZoh3P80jv358oyARCnGAdDuhSUoiCHAXsJhOyhcD/xLy8NklXyfE8KJZFRpCVOFFBZt1upKekgO9ANRSIgtxOUKrUhPYJ53aDlmVkEH2QY1nyk3U4pMIkauiSkrzSt4n7y6vOMXp9VBRkEbm5y7pc0AifiTE1FfVRcDMxpKYCdrunfbcbiUYj7GfPBiy5HQ5tWaKVQOiMkCC96GGTpRpNystDUwirndGG43lQPA+twQA2gNErZrFQVkztCIQ0WoqiplMUdYiiqKMURT2hsn0eRVHnKYraI/y7o7UDikfZXkLsuVC/R9bh8FJzGZmCHKsAlGAKMkXTUl5ftf1Fo5KOQsYNte+VdbmkhwZjWhpsDQ0R9QF4DG1aGCsrKzXNOp3QBHhYCJW2LNFKIHRGSJBe9JCnGk3Ky4O1LQxkwfWP0el8qqfKEVcP/VVUbc8EHS1FUQyA1wBcCmAwgBspihqssusqnudLhH/LWzMYg8EAk8l0wRpXnQWe52EymVSDDDsMfn6Dohor0h4U5GD7i0alJopp3uQuFpwsotqYlubjYtEajGlpoIV0iF7+yNFSkImaRSDEFdbhgCYhwSeIlxA+cgVZl5QElyLuI9bIbTRGEC/8IWa6cLMsGIbpUPZdKC4WowAc5Xn+OABQFPUhgCsAHIj2YLp3746qqiqcP38+2k1L2O32jm24tYK2OGeDwYDu3bvHtc94oDTQlApyLJa6WKczLKNQVJApigLPcVFVkEXkBrLb6QQjBOFFU0GGokgQrdHAZbVGR0EmahaBEFeitfpD8CjIYi5+kVDrHEQDSShBS+VTf0gKssvV4RTkUAzkbgBOy15XARitst81FEVNBHAYwEM8z59W2ScgWq0WvXv3DvewsKioqJCq0HUWOuM5xwrlJM/o9WDt9pYKbzFSkIPdWERjWNyfEYLy3IK6LQXpCX69rUXt6X/HBx+g58iRAABdYiKcVitqjx/H5ldeAQ4f9kqFGCqG1FRQis8yIScH3y1ahGH33Rd2e8e//BJ7XnsNQ+fPR7+rrmpRkCP8PAJhPXcO6++4A7rkZFwu5BVvDacqKrDjxRcx6KabMOjGG6M4QgIhfrAOB/QpKTAdOOCJ5Qgzs01HgGNZfHbjjdAYjbgsRulR3XY7Dn74IS5+9VXpPV1qKhxmMwxpaTHpUwknc+kLVixLVJBdgoLckQjlF6r2SKK8S34KYCXP8w6KohYCWAFgsk9DFHUXgLsAICcnBxUVFeGNNgo0NTW1Sb9tSWc8Z6D1533u3DmwLKt6rP30adQ2NEjbamtqwJ06Bc7hAK3Xo6GmJuqfdfPRozhXVxew3SaHA5s2bECz04maw4eBgwdh5Ths+uILVFdWwrVvHwyNjTh/+nRE4xNXdw6zLCpqasBzHM6fP4+sqVNRIeSOtrhc+G7fPlhzcpBzxRVISUxEhVYLKHNLX3klIAY8ulxe22udTtQJy4YWgwEVZWVIzcnB8csuw4lTp2CxWKTzCOV7rnr/fbAMg59Wr8aZ9HSYTSbsPHQINSdPxuzaaPr5ZzS4XGjeuhWbNm1qtbpT8/HHaHa7se2jj1CTm+tpuxNe0+ScOzZndu9G4qBB0BcUYNP69WCE3OlKOvI5uxoaUH34MFjZ/BQK4Zyzq64OSUVF+ElWiKzRbsfmDRugE9wuYo1LUIydHIdfKQrW06eRmpOjum+lMI9v79oVjT16wHrmDDZ98w0ohmn333UoBnIVgB6y190BeK0j8zwvL+P1JoAX1Brief4NAG8AwMiRI3mxRHM8qaioQFv025Z0xnMGWn/eTa+/DgvDqB57/uefwW3YIG07ajbj3J49oDUaJHXvjp/37In6Z302IQE/79gRsN2aLl0wfvRo/Lh7N6w0jbIZM/DNV19h2IABcGdmYtT48cgaPBhVBkNE4zsj5NscqNGgLCcHbocDZ5OTMVnmTnNKo8GghASYc3MxuqICyMsDqquBZ5/1buzvf/dsA3y2H8zKwlHBeE6y21FWUQG8+y52AxhQWAjHli2YNGkSKIoK6Xte/69/IWPECFiqqlBWVoZTSUmYfOmlqH766ZhdG8csFqSPHo3K+npMHD8+YKBlIH766SfYExPhqK+XxtoZr2lyzh2bDatXY3B5Ob7ftAljR41Cgh9jriOfs+ngQTgLC1F36JA0P4VCOOfceOoUrL17e+1vzsvDqBEjkBbjFXgRu7DypmcYDOzWDQkUhcF+DOTtQn7koZWVOH32LEy9emF0URESunRp9991KA4h2wH0oyiqN0VROgA3AFgn34GiqFzZy1kAfoneEAmE9oMyi4UxKwu22lq4Y5zFIpgPsnyZy9nYCF1ystfYWmucKVG6WLAuFxhZ2jv5+5oI+pTnQfbZptOB1mrBhZFP01Zbi6S8PC8XmFj76zULkeaR5p8W3XciLY5CILQlYuYFRqe7YHMhi77BwdwOIkF5DwIQ989U7mJhTE0NGHciuVi43WAYRrovdQSCGsg8z7sB3Avga3gM3494nt9PUdTvKYqaJex2P0VR+ymK2gvgfgDzYjVgAqEt4RRZLAyZmbCZTOCcTmgTE2MySYWSxYJRZKigKArGzEzYhbGJx9MaTViGpRJlFgvW7fZrINMq74cKo9UCfnyX3TZb2DmdbSYTEvPyVG9asYqqlhsEkfimkxK9hAsBm8nkMR6F2IgLEbvJBGNmJugYGqzKTEqA7/wfaziOAw1PitFgmYto2b2CpmnpntkRCMlLnuf5LwB8oXjvGdnfiwAsUh5HIFxoKNVYY1YW7CYTEnNyoDEYYmJsBcuDDLRU9ON5XhqDMSsLNpPJa8yGzEzY6uqQmJ0d0ZgkA9np9K8gR2gg+1OQnRZL2Kqsq6kJhowMn5tILINb7CYTsouLI1aQSVETwoWAo6EBBqHk/YX6sCemX9MIDwG65OSo9+FPQY5nRh6O48AAAMMEzVwkV5A1DANauGd2BDpWzg0CoY2wmUyw/vqrz+RkSE/3vC8YsZzbDXeAzAg8z6Pp7FnY6+tD7jsUBVnMccw1N0uTsiEzE+YTJ+ASDEoAMGZm+l3e4nnea5Jtrq2F9dw5n328xuZHKWadzsgUZJ0OcDrBAKAVkc9OoWqgI8x0choVQzXQ5xEpXsutESrI2qQkkpKO0OHgOQ5N1dVoqq4G53aDoulWq53OpiY0VVcHTCnW1oirRvFWkGmNBo4o5J8PFY7joAFAaTQwBHOxEMUUlgVN0zGdc6MNMZAJBAVKI5jnOLxTWIj3S0txft8+r8mJZhiYT5yAs7ERjF6P9P798f0zz6g1CwCo/vFHrLzoIrw3fHjI43E3N0NjNAbcR1SQ3U1N0AtqqCE9Hdv++Eck5ORAm5govefPsDy8Zg1eEYxrp9WKdwsLsaKoSDW3s+i9q+ZrTNF0xH7PiZmZoM6cgRaARpYOauKf/oSCyy5D1tCh+G5ReItW4o1ZbuQH+jwixS4qZhEqyK7mZhjS0oiCTOhwVK5fj1VlZVi/YAF6lpcDADRGI1zNzWG39fmcOfh4+nTs/tvfoj3MqOFoaIBeuOZj5UaipiCn9OqF/TFKK6eGXEE2JCfDYbH43ZeSVdLTMAwM6emwx2jOjTbEQCYQFIi+ciIOsxlZhYXInz4djvp6n8kpZ+RIOBobQet0GL1oUUB1uLmmBkPmzYMxIyOs8RgVSeGViAoy73JBIxSFEQ35WatXS24QgdSb5poayZCznT+PbuPHo/vEiV5VmpQ+yJyKgsxotXDZbKquF6GSkpsL6HRIBGCQPRyMevRR5I0Zg+IFC0CFmHReHLO4DOlqboZWSDEVS9891uEAYzB4Hl4i6MMewH+aQGjPuKxWFM6di6s//RTlL70EQFi1acUSu8tqxfhnn4XldNglFuKGW7jmY+lGoqYg50+dGte80pKCzDDBS03LKunREawgtAXEQCYQFLiamqBLTpYMK3lwiVPmriAivq/R66FLToYzwNO00vgOBXlZUX9IPsiyss/i/3JDMlRfNXGcSrcEpYuF2+n08TVmtFo4rdaIDGRaowE4DgkA9CrqeTiqLOd2g9ZqpYnZLvs8o1ld0Kdfwe1GzbUjHGwmk08GDgKhI6BmzBlb6YPKOp1I7d07JtVKo4V4zcf6wVuZ1SjSVapwERVkSqMJuZIe63aDoem4+0tHAjGQCQQVdCkpkqFrq62FMSsLjE7nMZBVAiScFgtonQ562XFqSMaurPJdMOwhKMjihMy5XNINSc1vOdSJWzQi/RmQARVknQ7O5uaIDGSxfaWCLO8j1ElW9OEW/QLlDymaGN7I3LJ+I+nDabHAkJ4Orh37XhIIaqi5Axha6YPKOhxIyc9v1wayVMU0lmneVEp2RxrnEC5yBTlYZiS5gswwDFGQCYSOilcGCGESF10cAinILkFB1iYnwxXIQJan/grR4BEN9ECIEzLvdgc2kANM3HJ12CbP4SubzCQXC+E1K1OspT5EBTnC3MsURQVWkEOcZFmZkut2OLw+z1gqL2J6vWj0EeuczQRCLPCnILfGxYJnWRjS0uASgnTbI2wcFGRlqlGgbRXkYHOTaCCLCnIsV+2iDTGQCQQZTosFupQULz85pYLss7wle1+bkBAwAEWuzIbqoxaKi4UUgCZLCadmoIY6cYt9Kg1q1UIhCt83Rqv1KMhR8ImLpoJMMQx4t9vLxSKWyouYAi+SPnieJ8YxocOi5g4QjUIRscpdHinxUJDVAqAjXaUKF3kWi2DIs1gwNB3TVbtoEz+vbgKhA7D/3XdhyMyEMSsLP7/zDnJLS2E3mZCQnQ2X1Sr5Gsth9HrYTCaPEUZRQIDJW1Sjw8mTaa+vlzJT+ENysQiiIPt7eq8/cgRH164FAJzauBE2kwmp+fl+DWqvPMgqDwy1x45FpXpfAvwYyHo9zMeO4fvFi3GmshLn0tKQXVKCva+/juIFC7z2Fccojlke9EjrdGg4ejTicTYcPy5FkRcvWICkvDyA56W0VpzTiZpdu3Bu714Mve22kNsVH9jizc6//hX2ujqk9OyJofPnx71/QnzYs2wZrGfPIiEnB8N+85uot886nTAqFWQVFwvO7ca2F14A63TiXGMjEKD8sF7IPGNITw95HDW7d+Po2rXoOmoU+lx+eVjnEA6RKMgnN2xA1XffIWfECPSdNctr26mKCpzetAldiovBqVRWDdXoPPb556g/fBgjH3oorLEpkSvIwZBcLIRKerFMgRdtiIJMIMjYt3w5Jjz/PIbdcw+qvv0WbrsdzqYmaJOS/CrIY373O1z92WfQCanUAuES2gprkuA4n1zASvQpKXA2NoJ3uaTxJeXl4ZadO7328zeRntq0CRkDBuCi557DgQ8+kMbpT0EOVEmP0Whgra1FZkFBaOcX6LwA1YIjjE6HS1esQNfSUvAsi+Offw6e4/DfhQt90isp80iL3ycApObno1mR67k1VH33Hay//oqGo0fx644dPmN1Oxw4um4dvr799rDadcnGGk/2vPYaupaWYudf/xr3vgnxY9crr6BraSl2v/pqTNpXU5C1SUlemXEAzyrdkbVr0bW0FOc++SRgm/rUVDgaG8Max/HPPoO9vj5m5ykSiYK8f8UK6JKTseuVV3y2/fLBB9AlJ2Pn//0fHGYz9IqHZm1iopQfPhD73ngDW597LqxxqSEqyMHuS0CLgswJCnJHqqRIDGQCQQat0SCjf38k5eUhrU8fqYy06EuqpiCn9emDXlOmhNS+XGGI5iQhlu/kXS5pfBRFIUeRb9mfYc46ncgZORJ9r7wSnNMp+Q7680H2Oh+VID0AUXGxUCsUItJz8mT0mTEDSYWFYIUxA/CJkGcVigsnU70Tc3MjKr0tbzN72DBkDRnic2MUFeTWBNmFUkUx2vA8D11yMvrMmBFRoCWh/aM1GtFnxgxog+RZby1qAWVqWV1YpxPJ3bujz4wZPga1EvF6CnccvS6+OOYV3CJRkFmnE31mzVLNy846ncifPh2u5mZVlztaowHPsiH1oU1MDDlA3B+tUZBZMUiPKMgEQsfDZbNJOYSBlmhr0eeL0engUlGQw0GuMERzkkgQ/Po4mYKshsaPYc46HNAIBrHb4ZCiz/2NU1KQXS4fIyoUVSFUQlEpKI0GrDBmAD4BQOK5yV9LbihR8t0TM1ao3RhFBVl8PxxlKZQqitEm2G+IQAgVNQVZzV82nN+5eD2FOw5tYmJUHoaD9dNaBZl1OKAxGlWNV3k2ELFCZ2vHp0tOjtg/WlKQwzWQxTRvREEmEDoWdsWTuZivU6kgR2Kw8CwLOgapbtQUZDX8KciiX5toEMsVZHcgBVkli0XUlHGKghbBDWRaq/VUEfRjICt99uSqbLSiv0VVWs3HW1S8WKcT+rS0sCL4vRTkOAXrtYVqTYg/yms5FoFvalks1IxH5W8u0FhaqyDH40EzUgXZ33Un3oMomkbzuXOqQduMXg+33R6wD87p9BjIEc7RPM97VvdCWGHycrEQ731EQSYQOhbKIh7GzEw019Z6q6lud0jGQ7CbTbSjnMXIcD6I+ufPtUNSyYMoyKpp3hQqgrO5OSR/7KAwDHRoUSD8QWm1ngBFsQqgIgDIrVCnYqEgi22q+XiLfbAOB5Ly8sKK4PdS1sLInR0JbaFaE+KPWEAHEB6cY5BnWy0PMs0wgOJ3LN+PYhgfpVc+n7bmmpXPZ7E0zjin01OUqJUKMuMnE5I4PxvS09Fw7JhqXvxQ0ue5HQ5ok5KipiBLLhY0Dc6PiwdRkAmECwAx96+IMTMTdpPJS00F1LNDyKG12qA3m2gryOJY5XmQVfv154OscP3wpyCLBMpi4bRaoRNKOUcCxTDQIwQXC0FBFj9PpZ8hpxhjLBRkVqYgKz9fsQ/W6URibm54CrLMcIi0Il/IfYah5hE6Lj7XQQyMFrWcvX7HIsZOCNezHJ5lJWOsNdes2L6hlWWuw4GiqNYryOIYlVk+ZNsaKyuhVREgxHtAQDgO2oSEiL9r0QdZfMDSBKim55XmjSjIBELHxF5fD0NGhvTakJEBe12dZKQk5uYiMTc3aFW79H798P6oUfj6jjv87hOqwsDzfEhL6xqDoaWSXhAFWW1yVC4Nnt64EfrUVDA6HXb85S94p7AQK4qLwcmUn00vvYR9n3yCRMXn0X34cAy+7LKgYw5+UhoYEdxA1qSk4H/Ll+O9YcM8mRdeegnvDBnScm4yRZRiGLiam6XX+tRUnNq40W/bTqsVb/Xvj/eGDcMXt97qdz+5gux2ODxKr1gNMDcX3z76KPa/+y66jR+Pr267DZufeALvFhVheb9+aDhxwn+7MsOBMRjgttkCfhbRQP55xUpZJLQ9PispERotTdXVWN6vH1YUF2OTkEZMLWev37GICrKwIiRH3k5rFMiT69fDkJEBozCnx5pIFGSDyhjdQnyMISMDLqtVNTd6ZmEhPp09Gz88+6z03oZ77sGKkhL855prwHMcanbvRlqfPvh4+nRpn31vvonTmzeHNVaO4zzub8JDC60wkD+86y788+ab8cFtt/kUCgnFFaS9QAxkAkGAtduhkUVza4xGj7uBYKR0GzcOd1dXIzU/P2A7l/3zn7hh82Y0HDvmd59QFQa1Us5+oSjwslLTqv36mbiVwSWpBQUwpKeD0evRWFmJi//2NxgyMuAWqgRSFAXzmTOYvWwZeowY4dXW6HnzMPG++0Ibc6DTMRiQjOAGsr5rV/S/7jqAonDztm24/eBBaIxGaclPqZS5ZOXCDenpSAuQjs7V1IS0vn0x58cfA36fSgVZ7pvds6wMjF6PwTffjPHPPgtjRgbMJ07gin//Gz3LywPesOWGgyE9PS43d6/PqwNVvSKEh9w3PxoKsq2uDnnjxuGqzz6DWXjoa62CrFyFkbfTGgUyITsbKT17QmM0xmV5vzWfJ8+yoDUa1TG6mpuhTUjwuj8pGfXoo5ixahUaT56U3ms4fhzXrl8P84kTYJ1OdBs3DuUvvQSNXi+tDNXs2gVrmOW7OY5DAgCNoGQrK8O6mptxy/vve+5fgoHsstth0OvBaLXgYxwsGS2IgUwgCCj95eS+o+EGLQWbIEM1PMLyB+X5VivIUpCZmC5ImDzlhmVSXh5sNTUAPD7IaineogllNCIFwX2Q1ZC7IyiVMmWgJa2ypCvi9eAQ4PuU9pP5cPv4gstUH/n+AduVGQatLdEbLl6fVweqekUID7csu0s0HoSUmXDE90JVkMXrhdZq1XOZR6Agi8Sr4lwk5ZSVWTqU/tcBj1Vcr+J3QlEU3Dab12cs+nk3VVeHHVgtGchCjnZGo/F7vlKQHsdBE8UMR/GAGMgEgoAy0lmcTFsTAc0EMLqA0A2PsDIKUJSn1HQrFGRlIJt8nIDns0jMy4NdMJAB9SIh0YQS1BKqFZOq/EaoVJCdMgUZQEC/RKkKH00HrJAouajIfLgDZRORK85BDW9hrGoVyGIBUZA7B9FWkJWZcIDQs0fIrxdKo/FRkNkIFWSReP2eIymnrMzS4TCbpUqqQQ1kxfmJ34kxOxuWqipVlxrr2bNhZwXhOA6JgFTESAxgV0N0B+mIkQzEQCYQBJRqh6hCtkZBVjOofCKxo6wgaxMT4VYYf0qCKcg++8sMpaS8PNjPnwfgmfRYIWI7ZggGcqgKstwvT34TDaYgixlA1AhHAZOi5P0pyMr9xawXAX4HcsMgHgFG4thoXeRqHaF94+PXG6HhqJYLvDUKMhVDBTleKyKRlFNWKshN1dVIys31tBsk77Dy/MRVgqS8PDRWVqoGZbZWQU6ETEHWauEWzld+n6O1WtAcBxotmY9EOkLwLzGQCQSBaCrIavhEYkdZQdYlJ8NtNkfkgyyNVXSxkKk2STIFmaIosC6XahnoaEEJmTBaM5HKFZxgCrIxmIIchg+lPGNFoOPCUZBFwyGQIR9NoqXWEdo3Pn69UVCQlanUAl0H8utariDTKj7IHVFBbm0+eKWCbK2uRmJeXmjHKs+P50HRNJLy8mA+ccLrM+ScTnAsC+tfJ/YaAAAYEUlEQVSvv7ZKQTYCUjYNRpa5iWdZadWP0WoBnocR3tmfGIOhQwTqRV4LlhAV6o8eRd0vvwAA8saPh1GWTYEQXez19TizZQsAIKlbN6kcs48PsjCJtEZBVsOfz1/lf/8L1m6HLjUVPSZO9DomHAVZl5wMd1VV2AqyzWRC4+nT0nEumw265GQA8FISk/LyYD93TjpOPhHGAlpQkEM1j+U5gmmdDpVffYUB11/v+QyFxPr+FOST69fDmJWFLrLsF4C3gdp48iSOffopAKDr6NFIzM722c+f37p8bM21tVI6PlFB5jkOJ77+GrzbDWOXLsgbM8bTrsxwMGZmov7QoRA/jdYjH3u8fDYJ8cdHlY2CDzKj14NmGKnssb+5k9ZqcXTtWnSfNAnGjAxvBVmojOm223FywwaA59FcW+v1m3TU1+PY558DHOc1hweD0enQdOZMwH3O7d0Ly6lTAEWh15QpXtVVA8FzHCCsdkWqILNKBTlUA9nPg05SXh5++eADpAgB5jzH4cRXX4HWasGzLM7t3Ytjn3+O3tOmqarUNbt3o6mqCoDHPuE4DhRaAqgZWRYLt8sFjfi70moBlvX4K8vmXF1yMpxCwHd7hijI7YSfnn8ex7/8EnuWLcPR//ynrYdzQXN03Trs+cc/8OvOnVi/YIH0vlLtkJa6hKfwSJH7/OlSUuBoaIDTasX6O+9Eza5d+FIljVg4CrI2MRFskEp/ajfCw2vWIKVnTxi7dAEAlP72txj5298CADL698dFzz2HpLw8T4ohsxmAR0HmeV413VDUCEO1L330UcxcvVp6PXT+fBz66COc+Oorr89Qm5QER0OD12faZ9YscCyLbx95xKddh9kMfUoKAM+DxJG1a/HzO+/g4MqVXvuJhqyobimj969atw7DH3gAANB31iw0VVeDZhjJAG08fRoVv/0tanbtwtfz57e0KzMc9KmpcAiffyyRjz1euZcJ8Uc+32mTkiI2WNTmKn9ZeEY8/DD+99ZbOPrJJwA82WJENZIS5qianTux9bnncHbbNnx9++3Sdo1ej1937MAPixejZtcurL/rroDj4mQP8gnZ2TBXVgbc/5t77sHZbduw9bnnULNzZ0jnDnifvy4pCc6mppCP9XK/U1xzyvSjgVBTkAGPQXrm++8xZN48AB5h6KvbbkPD0aOY+uabSCsowA+LF+P8vn2q7f534UL8umOHZJ+I6T5F9zd5Fgv5d85otaBYFgbhbxF9WhocDQ0hnVNbQhTkdgLrcKD0scdw5rvviGITY1iHA32vuALFCxbguKAIiu+rKcjR7Fe8ISXl5aH6hx/AOhxI79cP4xYvVn0wCkdBpnU6sDZb2Aoy63CgYMYMaQIbKjPQ9KmpGPPkk9Kx4jJaPIoei0pGKC4WuaWlXq97T5sG04EDLSsAMhUWgNcDT5chQzDmySex9oorfNq1nj3rpd4UL1gA84kTXqmUAF8FWZn/tbcs72ifWbOw+9VXAciKiDgcyC4uxrjFi3Fs3bqWduVLz3FaHnYTBblToAwADVpkIpT2VOYqtYfogbNnw9nYKP2ebSYTMgYNAuC57lmHAzzLotuECRi3ZAm2PvecVF6Z1ungbGxE3tixPteLGva6OhjS0wEAqQUFqDt8OOD+bocD45YsgdtuD+u3Lz9/Q5ifJ2u1QpeaCsBXQRYzUYSC/Fi1ebPXlCkAgLS+fQEA4xYvlra5mpv9uprxbjfGP/ss9r7xhiffvmggC9+tPIuFPLsRo9UCQtU9yObcaPze4gFRkNsJgSpxEaILK1Nyle+rKshR7Fe8ISXl5aGputp7aVGllHA4CrJGrwcnK4KhhpqCHGofcgOZ57ig+YkjRmi/taEckruD7PwMfoq8+FtiblL4/yl9LEWCKchefSl+Y4GC+uTvx0vNjTTnLKFjEO0UgmFl3IG3MWerrZUMYLGSnvigJs4z4naNEEcQKAhWjs1kko4NSfQQ5rZw3U685pm0NNjr60M+1m02e41R3m84MTDy4HBXczM0fiqaqs3doRitYoaSQAqyPLsRo9WCEqruyUWJeMVTREpIBjJFUdMpijpEUdRRiqKeUNmupyhqlbD9J4qi8qM90AsdZSUuQuzw90QeTwU5MTfXYyDLFEI1YyRsBbm5OeBNimIYnyTtofYhT9/E2+0wCIpHrIjUv1muzsoD3VT39aOUKv3/aJ3OrwofyAdZ2Zf870Bp4eQ3x3ipuZFWLSN0DKKdQjDcWA35fGczmVpWd4RKesqHTPHhlhbiCEJVVW21tdKx4fyeww1clJ9/sLSQStxms3T+agpyqA8DcuyyBwMlau4foTwkSXneXS7wkBnIMh9kuYJMCz7IagpyPDLyREpQA5miKAbAawAuBTAYwI0URQ1W7DYfQD3P830BvATghWgP9EKHKMjxQ+4LLEdNQY7UOFBGaku+sAkJcNts3im11AzkMFQZRq8PWklPbbkzWM5eefuigszZbDAKuTljBRWGi4UacgVZHuim2pefG5pVYSBTFKWqLEkR/CFksfD6jelbCouo7e8VSNVGCjKZjy5MYqIghxE34E9BphUKskiCTGENR0G2KxTkUK+hVinIrcx2FExBFuevcOZCW22t3/lOzd88lIckKXDd6QQLmYuF3EB2uSQDWaPTdWgFORQf5FEAjvI8fxwAKIr6EMAVAA7I9rkCwBLh748BvEpRFMW3s0R3HMehubkZlnYYPelsbobN6YSTZdHc2BjVMbbXc441/s67ubERCRwHi8UCVvgfAOxNTbC7XNJrzu2Gs7kZPM+36vPjGQZmk0maNBvr6sBRVEv7HIdGkwk8TcNisYCnaZhNJhhlRmxTQwPcIfbPCpdbs8MhlYRW3U92zgBgs1jgcLuD9uFyOOASUvOwNhuMMVaQxcpzFqcTSS4X4Gd8/r5nJ8ehubHR63vlhIh0tf2VnwsAmE+fBp+UJL1vtVrhYFnYLBavfVmOQ1NTE1wOB5zNzQG/N7twI7FYLHCyLGyNjbDU14MV3mN5Ho1mMyia9vpu7E4nHFYrLBZLTK9pq9kMXUoKLBYL3DyPpoaGdjF/dMZ5LNbfs0ucB/V6WM6ejaiv5sZGICHBa15Vu6ZE5Pc6e0MDHPAYbi6eh1X4/cuvIc5ggEW4HhyNjS3XS4A+AKC+qgpUYqKnH5cL9qamgPuL7YX721fO79BqUVdTA60fNwc5zbW1oLp0keYEuQ1gs1hgF+YAp/BAEcr4606fBp2cDIvFApvN5nWcVShZL2+HMxrR6Oc3wLKsp3+32zO2+nq4oVCQRR9kmYFMazTg3G5oADh5HhZhHueNRpjPngUlZDtpr1DBbFiKoq4FMJ3n+TuE17cAGM3z/L2yff5/e+cebVVV7/HPl4dAFIggKIUUIGpRSoE6Ki5qV4mHhRihhhoiat00bYBpaophL/R6SR13ZGkSmViZZO+yhgVDTUkJtHIk12dUmpCRmmX87h9zblnszmMf2Pusvef8fcbY45y91jz7/D57rjXXb80115oPxDJPxvcbY5l2TxEmTJhga9eurYNC7TzyyCOMGjUKgPcBu/7grvqxD7AEGAnMBp7quLizCwwFbgEeBj4CVEaKvRq4GijeW3txfL9sJ/7PAsL42UoT0A94EqjcUjIf6Av8AfgmcFJ8/8/CZwwA1gE/q+H/vZ1wpnpe4X+2xUfZcfsaBqwEHu3k8wV8HHgcePPw4UyYOZNDTzml4z+6+GIYPhw2bYLFi9teB22uv+7mm9mydCmLOomrPQ4AZhD282uBp4HdgQugzc88H/hj1bJhwKfj70uBy4D+hLoqlh0e1/UALiJsM+3VWzGGscBM4AXgIeBHwAeAFwnbzl7ACsJ205dQd493rr5LDI5xrAfeBkwEGv/sDKe7GQSsBu4lbFvnAk/swucNAb4HPAicCfyNsK1f2U75UcB7gT8BewKfjcsnApMI2/9dwN2Efe9SYCuwN/Bh4DvAGuAcdmyzqxkM/BDYAAwEziLsTx2Vvxw4BHhrJ59dpC+hXb0lvj8J6AO0Pb/cjuwB/ITQZowBZhHaKwhtwJeB3xO+m2nA4jY+o8JC4BnCseN+4OeEdmYB29u9KXHZVYW/GwycAWxqJ74rCHU2G9gcvU6/4QYOGTeO9atWcd/KlQzYay9e3LqVYQccwBELF/Lzq67it2vW8JuNG7kHuDN+3t7AaUDvJUu4IN4E3p1I+qWZTei0XA0J8mxgSlWCfLCZnVko82AsU0yQDzazZ6o+6zTC9wKwH+GY0N0MAZq/b7++5OgMeXq7cx64cx64cx7k6AzleY80sz07K1TLEIsngRGF96/h308yKmWelNSLcKK2ufqDzOxaQmdOaUhaW8uZQ0rk6Ax5ertzHrhzHrhzHuToDM3vXctTLO4F9pX0Okm7Acex/SpxhduAk+Pv7wF+2mzjjx3HcRzHcRynFjrtQTazlyR9iDCMpydwvZk9KOlSYK2Z3QZcB6yQ9DCh5/i4RgbtOI7jOI7jOI2ippn0zOx7hPH3xWUfL/z+d8LY7Vag1CEeJZGjM+Tp7c554M554M55kKMzNLl3pzfpOY7jOI7jOE5O+FTTjuM4juM4jlPAE2THcRzHcRzHKeAJsuM4jtOSqK250x3HcepAtgmyN6z5klvdS+pZdgzdRW51CyBpiKTeZcfRnUgaK2lAro8TzXE7h3y9U6dZ6zXbBJkwEyOSsvkOJL1J0lRJoyT1KTue7kLSREmzJY2X1DeHg6qkwyVdCGBm/8phO5d0NPCJZm1sG4GkmcDnCLPVZ4Gko4BVhBmJszgBlDRZ0kJJcyQNzKENA5B0kKRpkl4j6RVmZqm3ZZL2lzRJUp848VrTJpB1pD80n2fSG1p7SDqGMOvfVDPblvoOByBpBnAjcDqwBHhnXN5UG2S9kTQVuJ7guxh4c7kRNRYF+gALgfMlLQGI23myvYySpgCXAndUJw+pbuOSDgU+A1xrZhur1iXZpsXk+DPAnwiTUmFm/yo1qAYTT/yWAcOAo4GJhXVJbtsAkt4FrABmAWcDl0kakvIxW9IswsRrFxKOW2dJ2iOeGCRZ13H7vkvSpGbzTHIj6whJo4FzgC8DX5E0LeUdDkDSW4ClwIlmNhO4D5gLkHJPREwglgKnmtl84PfAaEn9JPWNZZpmZ6wHFngRWA6cB4yTtCyu+2epwTUISQcSnqe52MxulzQoXi0YKal/szW6dWQMcJuZ3SFphKTjJc2StHeKbZqkIwj1/H4zOxx4g6S5JYfVUCT1I8xSu8DMFgGPEbz3LyROSdUzvOz9PuBkMzsV+A7wNuBySUPNbFupATaA2Ft8LDDfzKYAXyecFC2q1HWpATYASW8APgvcCSyT9B/N1F4nt2PVwNPAlWb2X8CpwEpJ06sPKM1SQXViM7DMzNbF91cCAyW9usSYuoNHgQ+Y2S8kDQNmEGZ5XAZclNqlyqoD5W7A6wk9L/tK+rqkmyT1SLAn+SlgIzBE0kHAt4FLgCuAC1Ibq1oYUvAsUOk9vQk4jHCl5FuSRiSYRGwCjjOzX8X3NwL7QnLtNfCy0zZgD2CypL2BOYR6Pg/43xSTxYL3MGAcgJndAawDngPOSPGkgJCPDQTeCGBmqwi9yQAnJOr8FLDEzE4HrgKuljS5WZLkFL/wNpF0pKR5ZvZX4PsAZnYrcBIhSZ4Rk+Txkl6ZwgG14PwI8JW4rBfQF3gV8Iq4bHSlRzUFovcpZvZHYE1cfDSw1MymEy7bvS6+kkDSkcCJhUWrgL+Y2aOE3uRpQD8z25ZKT3Ks5/lm9gdgAWE2z1uA5Wb2braPzR1ZYph1JdZzpdd0PTBH0i3AjWZ2upmdBqwmDqFKgUI79lszu7uQKKwGTpZ0eArtdZFYz++PV4M+RkiMbwBuNrNjCCeAW4CDy4qxEVR5XwHMk3S+pMsJJwq3AmNTOimQNCwOHfkHoTf1nZLeEVffSTgxmERC+Vp0HmpmTwM3A5jZl4D/ZsckeYzKvF/KzJJ/Af8JPAM8D4yJywT0iL8fA/wZ+AJwB7Bn2THXyXlzdB5dWN47/ryNMDD+vcBKYPeyY25AXY/uoNzXgCllx9soZ0JPxHLgAuAh4DTCycIny463Ac77xWUjgLlV5b4BHFl2vA10Hg88AawolPsUcE7Z8dbRua12rDIL7JlxOx9QdqwNquf947J+hPsK5hfKXUcYelF6zA3wrrRjkwmJ8oWFct8FRpQdb52c3x1zjl8AJ8RlHwS+WGy3gNuBCWXHW2fnu4Hj21g/L34fV8c8pbTcpPQvqxsqYzrhDOxQYBHw4bi8R9XP6wlJ8pvKjrmBziqUuZYwDnst8MayY26wd6+qcrOA+4F9yo65Ec6FbXoBYZjJzPj+tcDIsmNukHOvNsodG+u55Q+m7Tj3jOveSkgiFwEfBX5JTKBb+dVZ2x1/Hw/8NIXtuoN6ruzPbwF+HPfrObGex5Qdc4O8zyrWc6HciXGfHlR2zHVwnhidx0X/1UAfYE9Ch8Z3CUPk5gG/AfYqO+YGOK8BXtVGuZsIw2EPLDPeZLrs2yKOO50NnG1mdwN/AWZI6mFhOIXiz4OB/YEjzGx9mTHvKp04m6RecWzPWMJl2OPMbEOJIdeFTrxfUqC3pAWEp3jMNbPHy4x5V2nPuVDkZ8BUM1sVt/VHzeyxMmKtFx04b4vrFX/OAy4j1PMTJYVbFzpwNgAzu5OQPG0hXIY90cweKinculBD290DwMzuBzaQwOXnGvbnXxPGac4mnOTPM7OHuz3QOtOO97sK6yv79CzgQ4Qb97aUEWud2Qf4lZk9QEgUewPXAEcBdxGeujSBcAJ8goUhg61OtXNP4H8kzZM0CsIjSgnjsI+w7fcblELlMlWSxPG2/c3s2cKyHwDrzezcwrKBhPGZLb8BdsF5ErDZzB4sIcy60wXvA4Hnzex3JYRZVzpw3mDhjvfk6EI97wuQeD2vN7Nz48lPUg15LfVcSZbLirHedGHb3o1w7H6xhDDrThe8hxCO0y19wltB4QkOSwgntocRrmI/AMwE7jOzz8XvZlsq23k7zhsIw1zvNbNrJA0F+jZDB1avsgNoBLFHuA/wnJndF5f1M7MXCM/QnCNpkJltkdQz7pjPdvCRTU8XnXuY2eoy460XO+Fd6hlpPajReQ8z21xmnPVkJ/bpFBLjrjgnkSR3xTmhpKHm/Tm2Yf8oM956sRP79J/LjLceROfeBOd1ki4iDBMabGZLYpm/Ep6ydIOFhwq0NDU6bwUulHSjmT1VYrg70PKXpaqRNJ1ws91U4GxJnweIOx2EG5bGEx73hSXwkPmdcE7lwJKddxec55QTYf3xfbom5xSS4y45p0BX9+cU2jDIfp+eDiyUdI2ZPWBmK4DHtP3JFa8k3KjY8nXdRecXgJdKCrVtrAkGbtfrRXhs2feBd8T3+xCes3d9VbljgR/G8uruON3Zvd3Znd3ZnXNzztW7A+cvxffnEm5MW0WYyKvUm9PcObxS60EWsJUwDSkWxrAsBw6RdEWh3O2Ex4s8b7GmWpgcnSFPb3d2Z3d251YnR++OnC8BLic8zm45cKwlMBSQBJyTSJAljQUws+cId/r+QNLseNmmH2GSiAGSdo/lnrUWH5+ZozPk6e3O7ow7u3OLk6N3Dc4zCD2r/cxsrZndamFir5YlJeeWT5AlzQDWSarMxnIJsBTYj/C4mHPM7P+AoYTKaXlydIY8vd3ZnXFnd25xcvTugvNgYEBZcdaT1Jxb+jFvkvoTppb9JuFZgX3M7Pg2ys0FziBMmNDSd8Lm6Ax5eruzO1eVc+cWJkdnyNPbnRNx7myQcrO/gOGEOyCHEKaV/WphXS/CZBj3AAeVHas7u7c7u7M7u3NOzrl6u3PrO7d0D3I1kgYTplB+wczmShoHjALusQQmAWmLHJ0hT293dmd3ToccnSFPb3duTeekEmR4ebadpYQu/h7AZDPbVG5UjSVHZ8jT253dOVXcOQ9nyNPbnVvPueVv0qvGwpiW9cBAYFYrVcbOkqMz5Ontzu6cKu6chzPk6e3OreecXIIsaRAwDTjKzDaUHU93kKMz5Ontzu6cKu6chzPk6e3Oreec3BALAEl9zezvZcfRneToDHl6u3MeuHMe5OgMeXq7c2uRZILsOI7jOI7jODtLckMsHMdxHMdxHGdX8ATZcRzHcRzHcQp4guw4juM4juM4BTxBdhzHcRzHcZwCniA7juM4juM4TgFPkB3HcRzHcRynwP8D2ndB+D1K+Y4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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5D0bkfv/vfzBpElx6KQwaFLrNtGnw8suyvnDhAG64odynrdmU9Tt6oCcK0d+psImEi8Us4GIjDAH2Wmu3RuC41Za8vDzGjx+v4lhRFOUAIDXd+6u85rFOAKxITyQ3PzKRUl98UQTy5Mmh65OS4JJLvO2334ZduyJyakVRiqDEb7cx5l1gAXCIMSbJGHO5MeYaY8w1TpPZwFpgDfAKMK7CelsJrF+/nu7duzN27Fj69u3LOeecQ0ZGBomJiYwfP54jjzyS//73v1xyySW8//77ACxatIihQ4fSr18/Bg8eTGpqKnl5edx2220MGjSIvn378rL76K8oiqLUKHbvCz3YumhXZCLybHHGXGfMKFy3Zw906FC4/NhjI3JqRVGKoEQXC2vt+SXUW+C6iPXI4eabYenSyB6zf3/4z39Kbrdq1SqmTJnCsGHDuOyyy5g4cSIg7gHz588H4PPPPwcgOzubc889l/fee49Bgwaxb98+GjRowJQpU2jSpAmLFi1i//79DBs2jBNOOEFDnCmKotQwVqyLoUWTXJL3Bv5l7tpffpdAa2HxYlnftw+++gqOP162c3OheXOvbXa2jJDfcYe4ZWRlQUxMubugKEoINJNeCDp06MCwYcMAuOiiiwpE8bnnnluo7apVq2jbti2DHMexuLg46taty5dffskbb7xB//79Ofzww0lOTubPP/+svItQFEVRIkJKahStmuUUKk/LqV/qY117LYwf723v2QNbfU6JSUmyzM6Ghx/2yrdskblV110HXbtK2ZgxpT69oihhEolJehVCOJbeiiI4HJm73ahRo0JtrbUhw5dZa3nhhRc48cQTK6aTiqIoSqWQkVWHhjH5bPtiGXvTovj9rwacfXsX0nJjSEuD554Tq27dEP+oycnw+utw003wwQfw0ktSftttUL8+BM9ZTk726p9/3itv62QXaNQIfvsNGjSATz6J/LUqiiKoBTkEGzduZMGCBQC8++67HHnkkUW27d69O1u2bGHRokUApKamkpuby4knnsikSZPIyRGrw+rVq0lPT6/4ziuKoigF7NwpgrI8ZO6vQ4P6lvgWuXTrtJ9jB0k40rSc+vzrX3DvvfDMM4SMkTx5sojdevXgfJ/D4vr18P33sHGjbK9bJ8vbboMff4SZM722X34ZeMyYGLjySlnPyyvftSmKEhoVyCHo0aMH06ZNo2/fvuzevZtrr722yLb16tXjvffe44YbbqBfv34cf/zxZGVlccUVV9CzZ08OPfRQevfuzdVXX01uVUeYVxRFOcAYOBD69YP9++Gjj+DRR0u3/x/r6/Ptojhi6ucXlDVqIKo0LTemQBTfcQf861+yfv758MYbsh4bG/q4e/d6E+3+8x8JzeuycKEnnMHzSfbTt68sNZqFolQM1dbFoiqpU6cOL7njYA7r168P2J7qiyE4aNAgfvrpp0LHefTRR3m0tL/GiqIoSrlJSYHLL/eE5muvwTgnxlLHjnDRReEd55ZnJITENz/HFZRF14X6dbJJz61Ps2Ze2++/Fyvy9OnyuvhiKGrg0O8+0bGjLJ95Bm69FTb5ctOGctsAOPhgWbZpA198Idd5xRXhXZOiKCWjFmRFURSl1vHjj/Dhh972OF8A0muuKdy+KOpGSWLYWy8MzFrWKCqLtJz6tGjhlXXp4oVsc0lLC9y+5x5ZvvuuV+YewxXtS5bIcvx4WLEidL/8vssnnui5XCiKEhlUIAeRmJjI77//XtXdUBRFUcpBSoos//gDmjYNrEtP94Rrfj7sTSv6rzAvz3Bo93SeviUpoDw2KpPd2Y1ITfXKUlPFt9hPaio0aQJnnSXb8fGFz+FakFu0EIuwmwX4yiu9iBXBhDqOoiiRQwWyoiiKUutwBXLTpt66nx9+kOXD73ah6YgB7N4bFfI4ObmGmHq2UHlsVCbvrjuC22+X7b59Yfdu2LBBtt3gRmlp0LgxvPIK3HgjjB0beJxHH4VOkpyPOnUgIUHWo6Ohdevir/GmmwK333sv9ERBRVFKjwpkRVEUpcbz/fcwfLjn87tihUSO8PsIg+e760aNeO1LUaR7UosWyNF1CwvkeiZQiTZsCF9/Lf0Ab3JeaqqsN28u4eDi4uDXX0VI794Nd93liWn/fkOGiGAujv/8B+bO9bbPOw8+/TSwzfbtMGWK+EP7rd2KohSPCmRFURSlRvLLL/DCC5KN7vnnRSy+9ZbUrVghESzq1fPaN28uVtY6dcRX+K+/YOOOBgBk7Q/9d5hdhECOruMJ5EaNPME9ZYosMzOlXytXSrxjPwMGiFtFsHgHb4Le2WeXfP0QGP0CClvL27SRyXtvvinCXFGU8FCBrCiKokSUGTPgnXcq9hzWwqBB4rYQE+OJzbvvFt/d774Tq66fd96BQw8V/90tW7xQbABJO+oRipxcQ73owgK5rpFQby1bwrZthVM+5+ZKKLfff4dly8K/LjfqRojErSHp0EEs07feKtsZGUW33bs3/H4oyoFO9Q7z9tNPoZ3HykrTpjJuFSYPPvggsbGx/POf/4xcHxzWr1/Pjz/+yAUXXBDxY/s57LDDWLBgAfXqhf7xjxSJiYn88ssvtGzZskLPoyhK9ccVd2edVVg4RorMTG89O9uz3O7eDa++KuvBqZgbiLGY1q0lq92IEV7dBfd2JvkbUbJ5ebBzT13atMwlOye0BdkVyGedJW4RUSE8NJYvl+WFF4Z/XV99BatWieU3XG68UYTxM88UdqNo3NgrU4GsKOFTvS3IKSnQqlXkXpEU2+Vk/fr1vFMGE0teKdImrV+/nvbt25daHGtCE0VRyoK14CQhBSQ+b0Wxb1/x9YMGFQ595grkZcvk72DmTIipJ7+pfQ/OJN/JBfLcu61pe1I//txYv0gfZFcgu8cM5RIxb54s//73sC4JED/qq64Kv71LgwbyMBIchCkuDkaOlHVNKqIo4VO9BXIV8Mgjj3DIIYdw3HHHsWrVqoLypUuXMmTIEPr27cuZZ57Jnj172LFjB4cddhgAy5YtwxjDRmd8rEuXLmRkZHDJJZdw4403MnToUA466CDef/99AO68807mzZtH//79efbZZ5k6dSrXX399wflOO+005jixfmJjY7n//vs5/PDDWbBgAYmJiTzwwAMceuih9OnThz/++CPktXz22WecdNJJhcoXLVrE0KFD6devH4MHDyY1NZWpU6cyevRoTj/9dE444QTS0tL429/+VnCOjz/+GID09HROPfVU+vXrR+/evXnvvfcKjvvCCy+U2CdFUWov8+bB0KHedlJS0W3LixstwvkJLkSoRCCtWsnSb+09f/hWWjfPYc7ixlz1iIST+GVlIwC6ndWblesahBTIUUbUtCuQH3sMJk6U9T59RKzedZdsu1EqKhJj4Npr4e23xX1kzhy47z4RxR06SKi5v/6q+H4oSm1BBbKPxYsXM336dJYsWcKHH37IokWLCuouvvhinnjiCX777Tf69OnDQw89ROvWrcnKymLfvn3MmzePgQMHMm/ePDZs2EDr1q1p6DjAbd26lfnz5/Ppp59y5513AvD4449z1FFHsXTpUm655ZZi+5Wenk7v3r1ZuHAhRx55JAAtW7bk119/5dprr+Wpp54Kud/nn39eSCBnZ2dz7rnn8txzz7Fs2TK+/vprGji/8AsWLGDatGl8++23xMTE8NFHH/Hrr7/y3Xff8Y9//ANrLZ9//jnt2rVj2bJl/P777wHHD6dPiqLUTlasEOunn6KyyEWC00+X5QMPeMk0mjaFnBzxCb7hBq/tSy/Bk096E9pccQ1wRI8UcvMkjMSUj8VF7KD2+wPOVS86n2Ay8sR3xPUqi4ry4hm3awdZWV7byhDIIKmrrYWlS+GYYyT19f790LatuGysW1c4kYmiKKEJSyAbY04yxqwyxqwxxtwZor6TMeYbY8xvxpg5xpiEyHe14pk3bx5nnnkmDRs2JC4ujjPOOAOAvXv3kpKSwnDn13/s2LHMdWLrDB06lB9++IG5c+dy9913M3fuXObNm8dRRx1VcNxRo0ZRp04devbsyfbt2wufuASioqI4O2j87iwn6vxhhx1WKA02iBBOSkrioIMOCihftWoVbdu2ZdCgQQDExcVR18llevzxx9O8eXMArLXcfffd9O3bl+OOO47Nmzezfft2+vTpw9dff80dd9zBvHnzaNKkSdh9UhSl9nLddd76bbfJsiIF8s6dsjz+eC8T3YknSmrm+PjA0GlXX+31CaB9e289oWUWaRmBf4WZQREt6obwL07OaQwEJuzIyZFlsFeba2WuaNz3wY3x7HL44TJhcfbswGtXFKVoShTIxpgoYAJwMtATON8Y0zOo2VPAG9bavsB44LFId7SyMP5f1TA46qijCqzGI0eOZNmyZcyfP5+jjz66oE19X4wfawsP1QHUrVuX/HzPSpHlMz/ExMQQFTQDxD1mVFRUSJ/hefPmFVib/Vhri7zGRo0aFay//fbb7Ny5k8WLF7N06VLi4+PJysqiW7duLF68mD59+nDXXXcxfvz4sPukKErtJSlJxOny5WKtBZg0KXTb//5XBGwZ7AWAl63ukUfElaF1a/F9fv310h+rQ6ss3ntsbUDZ5h3RAdtrNxeex5GcEwcETqZzLdR/+5v4/lY2rkB2Q865DBoUGNHD/RvKzYXffoMzz1T3C0UJJhwL8mBgjbV2rbU2G5gOjAxq0xP4xln/LkR9jeDoo4/mo48+IjMzk9TUVD755BMAmjRpQrNmzZjnzLh48803C6zJRx99NG+99RZdu3alTp06NG/enNmzZzNs2LBiz9W4cWNSfdONExMTWbp0Kfn5+WzatImff/65XNfy+eefc/LJJxcq7969O1u2bClwH0lNTQ0pZvfu3Uvr1q2Jjo7mu+++Y4MzJrllyxYaNmzIRRddxD//+U9+1cCaiqIgYvf666Gnz3ziWnmDefFFWQZPKAuHnBzo3FnW3aQfIAGKymKpTWiZxagRe3n4ms1y/FxY/EdgfLj92YX/KnflSP5qvwW5f3/480+JKtGunZSFG884ErgC+d13A8vj4iRWs4tr2b/jDujXTyYrhvNw8eCD8mCj0TCUA4Fwwry1Bzb5tpOAw4PaLAPOBp4DzgQaG2NaWGuT/Y2MMVcBVwHEx8cXTEJzadKkSYBorBMdjfE7i5UT26QJ+cWkEuratSujRo2ib9++dOjQgSFDhrB//35SU1OZOHEiN998M5mZmSQmJjJx4kRSU1Np0aIF1tqCyW6DBg1i48aN1K1bl9TUVHJycgoEt0tqaiqdO3fGGEOfPn244IILuO6660hISKBXr1707NmTfv36kZGRUbCff39rLWlpadSvX5/09HTy8vIC6gG++eYbbrvttkLlAK+99hrjxo0jKyuLmJgYZs2aRVZWFtnZ2QXtR44cyZgxYwom3XXr1o20tDT+/PNP7rvvPurUqUPdunV59tlnSU1NDatPIJbx4PuuVDOys8tm2hszRvLj1ob7W5b3oJZcv7WQnh5FbGwee/ZEc//9vbnlltUcdFDR/hLZ2YbU1OGkpq5lzhyZqHzssT344YeWjBu3jlGjtlCvnjdCtm9fP6AZixf/RlTU7rD7lpVVh/nzWyI2GUhP/5k5c4oJ/FssIwBYEp2B2Z7N5uyGQHu+2rSLLbsCR+x2Z+Uyp4jPw19//UByck5AWVIS3HtvDN9915oLL9xYaR8JCXI0olD5nDlzyMjoBcgsxddfX0KfPnv56KOBgKTu+/PPTcyZU7QZeeXKxjz0kMyIfPLJFRx//I7Idr60lPU7Ghsrpv4a/j3V3+mKxxQ15F/QwJjRwInW2iuc7b8Dg621N/jatANeBDoDcxGx3MtaW+Rz5sCBA+0vv/wSULZy5Up69OhRxktRXJKSkrjyyiv57LPPqrorhdB7XAP4/HNvun9puPNOcXCcOjXiXap0yvIe1ODr/+032LwZunSBQw6RsuxseOopSbxx222e20QokpIkUsLkyV5otbvvlsgOIC4V55zjte/fX0KtvfQSDBsGvXuH188+fTyrc9Omog/KGuLd9TSzn8m9njCjFdc/2ZEenTNZuS7QFH1Yj3R+eTMwMo8ZKGIxL6/klNCVSbAH3dix8pG88UbJOgiSdfCs3coCAAAgAElEQVSGGyTT4OLFUjZqFHz0Uehj7t7tWadBLM4jq3qcuKzf0WHDxEenBn5PA9Df6TJjjFlsrR1YUrtwLMhJQAffdgIQMA/WWrsFOMs5cSxwdnHiWKlYEhISqqU4VhSletKvnyz97gD16nnbfnEUTH4+7HCMif7/a2ceMFB4st7q1bK8/XaJZ3zllfDww4HuCqHwu2Ts2VN825J4663ArHMxjoU7WBwf3CGLp24qHK/ukIYbWZXRsVqJ42A2boQEZ8r88cd7AnnFChkp8KfA3rat6OP8+Wfg9qhR4mZRFX7WilJZhPPVXgR0NcZ0NsbUA84DZvkbGGNaGmPcY90FvBbZbiqKoigVwZIl3nrwgOIHH8hy5UpITqYQO3aIkH74Ydlu3dqrO+00b323z4ti7lwvC56b7OOVVwqHiAtFbGzJbcLlwgsDE4kExzqefM8GfpjyB39+tJwRA9MK7b9w8A1sOPvWyHWoAoiN9SzK/qyBL70kVu8ff/TK/H7Ff/whYeJSU8WP3E1A688I6ARyUpRaS4kC2VqbC1wPfAGsBGZYa5cbY8YbY85wmo0AVhljVgPxwCNl7VBJLh9KzUXvraJUP776ylvfsCG0VXDaNHG/COauu8TFYOZM2fZbkKOj4csvZd0V1ykpRQvhVavE4uknOztQtOfmSv98IeojxmE9MhjcyzN1n3TEXob2K9rvukndDDrGhu8/XRX403w3buyFoQuFXyDfe6+4qH72GXz7rVf+6KPgJoDdtAlFqdWENThkrZ1tre1mre1irX3EKbvfWjvLWX/fWtvVaXOFtXZ/8UcMTUxMDMnJySqkaiHWWpKTk4nx/2IrilLl+IfWN2yAbt1Ct3MFVF6eWBKnT/cEsEuwS+Txx0siDVcg+zPruS4Y9eqBk6iTTp1gwgRZ37pVLKB9+sh2fr4k37j1VvGdjTS9umSxcJrnZ9yhTTFqsgbw0UeFo3rUrSsPO8Fce61nzZ8xwxs58KemfvxxSYQyZowkRVmyRB5gFKW2Eo4PcqWRkJBAUlISO4uKDaTUaGJiYkhIqJE5ZBSl1uL/ud21C/r2FYvwqFFStmcPNGsm6/v2ifB65x1JK+0XvA0bSjrjYFq1kiH966/3XDFAxPOiRSKyXBEMkgUO4LvvxOK5fLmI4/2O2aWin7HvunQrh3TKKrlhNce9f8H4Q+OBzNeKj4e0NHn4Ofdcr27GDC+m8mWXyTIqSj4Pr7wir9zcwNTdilJbqFYCOTo6ms5ugEtFURQl4uTmiv9pnToiOt96S8qjokQgNW4sEQr8A3kffyxlK1aAG/rcHWJPSBCh3K9f4QgKAPffD+efD7Nmieh18Qs1/yRANzqk39/VFW8QOLGsInj0upqdi3n9eu+9CkXdoH/9Fi28B5vBgwPrvv9eliNHBo4O+C3LP/4IvsSxilJrqMbzbxVFUZRIEx0NJ5wgIspNSdyypee20Lhx4X3cMGy//+4JWBd3UKgokXTeebK8+24RupddJlbJ0aOlvE0bOadrpQ7OAgdiua4sC3JNp1MnOOigousHDRI3i5tuku2//92L5lFU3ic3+kUoIhXFY+NGePXVwhNFFaWqUIGsKIpygOAKoG++EWH0t7/J9sKFXvzjUJP0EhPF8vjuuyJy/VxyCYwfL7GSSyIzU/xYExPFv9ha8TU2xksf/fPPUt6pk7ff3r3ifwwqkMuLMXDxxTBunDy0XHtt8RFErrtOYlz7mTfPeyAK/jyUlSuvlNfy5ZE5nqKUFxXIiqIoBwDWit+vi5uOOCZGUje7USpCJd6oU0dcM779VpJ++OnQAe67T6zQ4bC7iMAPcXHQvbusp6TIhEGXNWskvwNUvIvFgUK3bvDII5KCetgwSSMNgeHgQB5ogjnySJg4UdZTUiLTn3nzZBkcyURRqgoVyIqiKAcA06eHFqetW4tV0RW44VgE/f7D4cy79VsFi5vQde21slywIPA8X3wBWxzXYLUgVwwNG8rSb7kH6NkzdPvERLmXv/1W/nPn53uxsf1hBxWlKlGBrCiKcgDgZq8LTifsTr5yhVHz5iUfy03scfLJRQsoP/42t99edDs3EYg7Oey552Q5aVLh/iqRxQ0J53+AmTABTjopdPvYWDjssMgkDHHTXQP85z+yzM8v/3EVpTyoQFYURakFzJ4tGdBCkZnpDaEHh/96/HFZnnIKvP46PPBA8ee58UYZhp8zR84ZHBWhJIpLW+0K5CeflOXhhxduE2oSoVJ+3PsYFeWJ5XHjir+/w4eLz7hr/S0rn37qTfZLSJAwg1FRhVNcK0plogJZURSlhvHNN+JD6g+3deqp0KNHYIazVatg82aJQwziO+onPR2OO07WjZEJd+5QezBbtoiIvv/+svV54ULJ0BYdXXSbrl0Dt1u0CHThuP/+wJjJSuRwLbZ16ogwda34xXH44RLHesWK8p173z55OLrkEnHxeeUVKR8woHzHVZTyoAJZURSlhnHccSJiXBeE3Fyvzj+pqndv2V62TISmOxHKpSgxHIq2beH//q94C3BxDB4cmCgkFAMGSLxk8EKVNWoky5NOgoceilxYMSUQd7Jd48aSPOToo0vex/Vbv+kmeRjbts0Lx1cSv/4qD2yrVkmYuYYNxWKdkiIjEyAPcIpSVehPjaIoSg0jPl6W7oSmPXsKt8nMFOGcny8WuqZNK69/5eG00yRknCuUXRGvrhUVixvF5Jhjwt/HTTDyww8ygtG2bXjh/kD8l3/4QSKXrFwp93nQIMnk6BIfr3GRlapDBbKiKEoNw7XibtsmfqCnnOLVtWoFjz0WGDli27bA+MZvvy3W4OqIMeKD3KuXbLth59q1q7o+HQiMGSPWXP9nqST8qcX/+kuWn31WdPv8fHjxRa+ty7x53oPQqlWyPPts2L4dbrkl/P4oSiSpVqmmFUVRlJJxs9lt2BAYL7h+fdi5UxJAvPaaV75yJRxxhLd9wQWV089IsHChLF1faaViMEb82ktDqBB/bdsW3f6rr+CGG0LXuQLZddF44QX44AOZDKooVYFakBVFUWoIa9ZIrOCikm34Q7StWeOtp6QEWvtqEo8/LumqTz21qnuiBBMdDUOGBJYVFybQzYbo0rOnZyG+9VZZzpwp623bShjB0kZJUZRIEdZHzxhzEvAcEAW8aq19PKi+IzANaOq0udNaOzvCfVUURTmgueYaiWABIkSChfK//gWXXx5YFhUFeXk1N8HGHXdUdQ+U4pg7V9JOu5b+4ibp+bPuHXKIuAHl5EiqcjfE38iR8gIRyUuXysjIww+Lr/2KFSKiTcVcjqIUUKIF2RgTBUwATgZ6AucbY4JDw98LzLDWDgDOAyZGuqOKoigHMrNmeeIYAtNGg/hsXnpp4f3uu0+WO3dWXN+UA5foaHGF6NNHRin27Su6bUaGt+5GW4mO9sRxMO3awdatEkrujjtkNGHWLC+roqJUJOG4WAwG1lhr11prs4HpwMigNhZwp4A0AfTjqyiKEkGuuspbHzLEs7K5XHut+JH6iYvz2g0fXrH9Uw5c2reXlNMnngjJyUW387tYuMlIiqMof+bg9Na5ufDie63IyFK7shI5wnGxaA/4Qs+TBATnN3oQ+NIYcwPQCAg5ncIYcxVwFUB8fDxz1PteUaof2dkyfby0jBkj5qDa8L0uy3tQwdffvn0/MjNjefXVRbRqlc22bTHAEJo1y+bpp5cSFZXhnHoEAE89tYyEhAxSUvbz1lsNaNcus1bcmoijn/eIkZXVla1bWzNnzg8h61eu7AhIgOstW3YzZ85vIdu57N7dEuhdqHzSpC3cvGII23Y0ZPLz81myrAVP/Kcji7dkMfaCNYUP5DJmjJirExNr/n3Tz22FE45ADvVIFhyZ8HxgqrX2aWPMEcCbxpje1tqAbOrW2snAZICBAwfaESNGlKHLiqJUKJ9/LrHCSsuzz4opaerUiHep0inLe1DB1x8VBUOHwujRQwHYu1fKzz67HpdeOrig3bx58PvvcM01/SqkH7UO/bxHjG+/hU8+gaOOGkFUVOF6vyZr06Y5JWmADh08FyE/n3zixfx7+OEjaNlUMuWkbWvFiPjUog/47LMwbBisX1/z75t+biuccFwskoAOvu0ECrtQXA7MALDWLgBigJaR6KCiKMqBTna2DCv7I1E0aQJr18KECYFtjzxSJvMpSmXTsqUk9giVuAZkAl9UlCQTcdOfF0eXLhI3+corZULfsmWFsz8uX9uA73+VLDLvf9OMrxdqRhklMoQjkBcBXY0xnY0x9ZBJeLOC2mwE/gZgjOmBCGSdEqIoilIGtm6VyBMu8+eLuDj99MB2nTt7iTQUpapxU0+PHRu6PitLBO6TT4oRMxyuuw4mT5aQcH37Bk70i23ofUnuGLsNgK9/jgs+hKKUiRIFsrU2F7ge+AJYiUSrWG6MGW+MOcNp9g/gSmPMMuBd4BJrNUGkoii1g2WrG7B5R3SlnOsf/5DZ+6+8Av/9LyQlwRdfiNtg8MQ8RalOuBkeZxcR5DUzM7LhBl+6ayMAndru58GrZGD7iWltuGdCO6yVyXuKUlbCioPsxDSeHVR2v299BTAssl1TFEWpenbvjaL/BRLZcvuXy2jdvOL+dXNy4JlnZP2NN2DBAlk/8kgYNKjocFiKUh0IHs149lnJgNinD0ybBi+/XHymvXB44w24+GJZ79gmG4C8fENMfc8m9+jrbYmKsjz8ajt2fb2UFk3zQh1KUYpFM+kpiqIUw01PeVMwVqyt2Gwba9d66644Bli1SoaYFaU6c/DB3np+vmTEGzRItt05YcccU75zXHSRszx2M83j5GG1bpSI42du8QJuPfyqTOR7/r3W5TthmKSlyUupPahAVhRFKYIdu+sya27Tgu3kvRWb9/aPP0KX79wJbdpU6KkVpdx08E3nP+UUWbqZ9ebMkaALL79cvnMYI64ar93yO01ixTI84BBxTL7lwh18M2l1QPuN2yLnpJ+fD2ecAf/3f4Xrhg+Hpk2lTbhYK5b1iRNh8GDYsSNiXVUigGY5VxRFKYL4EyRU2iGdsli1IYZf/2jI2X9LKWGvsuMK5CZNvDBuLq5/p6LUBL74wlt3U0zv3BkZN6GYGKCuJaFVDp+/8CdD+3qm2+6JWQFtd+6JnMxJSZEwdp98IuIWRBC//z78+qtsz5wJZ50V3vGaNw9Mv/3ll56FXKl61IKsKIoSgjWb6hesv/PIWtq2zOavpPrF7FF+Vq4UH82FCwvXual5FaU64/rQ+/n0U1k+9ljkz3fiEfto3Mgz27ZulhNQv3NP+SfX5ubCqFHwwguF6z74AM4919s++2xPPBfH3r2B4hhg167y9VOJLGpBVhRFCSIjqw5dz5QMXleeuZNDu2fSvnUOP69oxJad0bRrlVPCEcrGH39A9+5wyCGF6446qkJOqSgRJSfEV+Pvf5dlYmLFn79uXcj68Vf+NaUtv/3ZgP/9FUZO62KYO9dL0/7xx175unUimDdvLrzPX38F+mOHwn1P/NxyizwI9+snMaCVqkUtyIqiKEHMXiQZqs44OoXJ90goqdT0KNZtrk/7k/uyZ1+INGFlZM8eiXOclycW5O7dpfyllzzLG4h/o6JUd665BuoUoSwaNaqcPtSvZ3n42i0c1H5/uVws9u71xHEwTzwhUTpmzJDtXr3gww9lvWvXwHjNoXBHiSZNgjVrvBjSZ58tExs1UG7VowJZURTFR2YmjH50AAAv3r6xoLxvV+8f79HXIzdj7vnn4eij4bXXYN8++NvfpPzqq+HUU+Gmm2Q7unLCMCtKuYiLE9EH0K1boCW1sgSyS6tmuaRlRPH7mrJFn7n99qLr/JMN166V9O4nnuiV/fOfkvkvtYjM123biii++mqxFj/3nFe3Z49O2KsOqEBWFKVWYq1k4frkk9Lt509l26alN1484Q4vhFROrilv9wpYs0b6etVVYiU+7bTA+mefVWuSUrNwU6I3ayYuDy79+1duP1JSZaSnz3m9mD2/9Bn2tm6V5bhxgeXNmnnre/ZIRkuQ3w53kt2kSXK9cXESptFPbi6sWAGXXy5ROaBw+Lvx40WgT5+u3/+qQgWyoii1htdfF7/AvDzJSDdxIlx4ocwOnzJF/mjcV0ns+GoZ0b4/91bNcunRORPw4q5Ggg0bvPUxY6B+0DxAEzktriiVQpyjRY3xPr/x8RK1oTK5+NRkGtSXCXy/rSmdL3JOjrhBHHMMTJggIz0AF1wAN94o66NHF3Z9uuaawsc655zA7b175fj+dNtt24qLxnffyfbEifDvf8P558sEQaXyUYGsKEqtICcHLrtM/rzOPVcsryDDmCeeCFdcIRblhATxkZwwQeq3bxcXh6eflu3mzWHcaRto1axwxry5r4gpaMfuyPk7rFvnrffpE7HDKkqV0U5ydNCggeeP/NZbld+P3gdnkT5/CdF189mbFv68gbQ0yQq4Y4fnFnLDDfJg/fbb0LixlF14YeF9hw0LnDsAki5+7lyZpLhunbhSgfcg4XLmmTBihJdcxWXWrNLFV1YigwpkRVFqBStXeusffOCt+wXopEmwZYusX3+9t5w3T3wGV6+G3buhTbPskOdo2TSPG8/bzjtfNCc5pfwT9X76Sf4877pLzh9qZrui1DT69oUHH5SHUNeCHDwyUlkYA01i80olkP2/GQ89VLj+uuvgq69g5MjQ+596qmcJBgnnNny4jBbNnu35GxcVE/rnnwuPHK1YEbidlhlFTsVlvVdQgawoSg0nP19CI40ZU7hu8ODi9925M/DP0A2vFt90f5H7DOmdTl6eYWdKXayFH5c1KrOPoGtVu+QSGU51fTcVpSZjDDzwAPTo4U0uLSqyRWXQtHEeKaklR7NYuBBOOgk2OdMNvvsODj20cLuYGDjuuOKPNWJE6PIdOzyBHGxB9uNGs3GZO9dbtxYan3U8Y+48qPhOKOVCBbKiKDWaoUPlD82dCFO/vqSDzc0Vy2wwixd7CQtat5aYpcEM77unyPM1iJGxzsysOsz9NZZhl3fnkSlli2oxa5YMq3brVqbdFaXaM20aHHss9O5ddX0ozoI8Z478howbJ9/FL76Ad9+VOnfyXVk588zCZePHy/KGG4oX2e7D86hR4hb2/fde3fvvy3LmnGZMer9l+TqpFIkKZEVRaizWBmadGzpUwrTNnAlRUYHWn9atxT/w0EPhjju88uBsVgsWwCEJ6UWes0F9MRe/OKM1u1LEKnXfS+05Zckjper7/v0i7ENZqBSlttCnD3zzTdWOjuzPrsPsH5rw7rZjCtWdfrp85ydN8qJWvPUWHHQQdOpUvvO+806gsL3gAm/9uuuKn4B76KHy+/bRR+KeMXcuZGdLSmv/aNm4x8vZSaVIwhLIxpiTjDGrjDFrjDF3hqh/1hiz1HmtNsakhDqOoihKJPnf/2Q5ZYpYkGfMCJw536GD13bbNknIAVLvH7J0Yw9DyRmw3Fnxr81qyTl3eOmuPksuwZ8jCDfOaXx8qXZTFKWUpGeJ1Hll88mF6oYNC71PSS4U4RATA0ce6W373S66dg3/OL16ye9X/fpw2GGF69UXuWIoUSAbY6KACcDJQE/gfGNMT38ba+0t1tr+1tr+wAvAhxXRWUVRFD/PPy++jSefLG4K/rBJIEL4009l5nmwteaoo0Sk1q8P99zjlbdoUfw569cr/3TyV1+VjFmgAllRKpqZT4kf1Z6cxoXqirLi+h+ay4Pf93r06NDlJRHqNyK+mTdPYtL7rcrQM6UkwrlFg4E11tq11tpsYDpQxNxNAM4H3o1E5xRFUYpi3jyxHF96qcQQLYpTTw0c2vTTqhVkZUms02nT4JZbSo47nJ1T+Gdz3OgdGPLDnqx35ZWwaJGsq0BWlIqlb9dMbvv7NlakdyQnT76/W7fKd/3zz71oEjEx8oLAZCDlZcsWWL5cYianpMCuXaXb35087Kd3p1S+nriaI/qmcc/E9uTlRaavikc4ScrbA5t820nA4aEaGmM6AZ2Bb4uovwq4CiA+Pp45c+aUpq+KolQG2dkSHLi0jBkjU9Yr6Xs9duwgoBFDhvzCnDlp5T5ex47ymjOHYt+D/DbbufqyfF57oxs5uVHENsphf4M9WFrz9VHHEu27/ocf7sH27TG8+OKSgrLcXAMML9jeuPFHMjNDh5VTKoEa8nlXgijlfYuOjyLbtuHN2IEcNKIjC9/4DegLQPv2+1i1Ko5LLvmLadM6AXX588/FREcXkSe6jJQ1fbTEQB4RUNYiMYWoTmsYeEQOC37rxfmPN2PcFX+UfDD93IZNOAI5lD2lKDvJecD71tqQzzLW2snAZICBAwfaEUXFQVEUper4/HMxrZaWZ58VH4epUyPepWCWLoWNG8Xie8UVAyN/ghLeg2PHZfDMZctodOShTLgtiV0pkp968LcLaHLFxQXt3PSx/t+6u++W5UMPySlGjx4a8e4rpaAGfN6VEJTyvrUcGM2jQL2FWYyIm8POUy8pqFuzJo6MDIiJ6cKqVRLe7bjjDqtW0WW++UZiS8+bJ9snH5TJiPh4+p+Xwwsvw4bV8YyILzr6TgH6uQ2bcFwskgDfVBcSgC1FtD0Pda9QFKWCyMqSTHkDBsh2SRPqKpKGMRb7y2IuPm13Qei3rLzQGfa+/lqW1sps+dGj4f774dprK6u3inJgc0hiFvVMNsu2iU/THkdLtm0r7lUNGojLxWuvietWaSbRVQbHHgtPPeVtD+spF9C0cR6nHZXCz8sb8VdSvSrqXe0kHIG8COhqjOlsjKmHiOBZwY2MMYcAzYAFke2ioiiK8NJL8MIL3vb551ddX/zE1JNBtcw8+YPasydwxvrxx0t62d27xQfxiCOqoJOKcgATXRd6xW5g2XaJWf7nn1K+dm1gyujERElZX9JchKqgf39ZPvggdG2fUVB+cIJM2Dt8bI8q6FXtpUSBbK3NBa4HvgBWAjOstcuNMeONMWf4mp4PTLe2rDmlFEVRimbXLnGp8BPJiTTloVEDsSCn5sgMn7feCox/CiKQUx2XxqZNK7N3iqIA9I/9i6Xb2rBsd4cCa6w7Ka8mUK+ejEI98EBg+cEdRCAn763Lnn1RPDE1nqz91VDh1zDCCjRirZ1tre1mre1irX3EKbvfWjvL1+ZBa22hGMmKoijlJSursLuhP2RSVdO6WQ4AO7MkjJQ/O19dZ6ZHerpcB8hwrqIolUu/xmvZmdGIH3aI/8Q111RxhyLE5SO9sBin3HQwd76YwOwfNG99edFMeoqiVGu2bZN0qy5PPy1lb75ZdX0KJr6FROrfnhnH3LmSQtrFzcaVliZZ/qBmWa0UpbaQGLMNgOUpEjA9VCr6mkhMfctZx4hP8k//k5h1yXvDicGgFIcKZEVRqjXnngtffCHrK1bArbdK7OD69au2X36aNRaBnJLdkOHDYd06r871k/ZbkFUgK0rl07qeJPldvU8m6tUmV6eX79kQsL1jtwrk8qICWVGUastbb3kpoVesgB7VdA5Kk1iJbLknu1FBWXQ0zJwJp5wi2+npngVZXSwUpfJpWW8fAF9v7Q1A48KJ9WosLZsGRtfdsUcFcnlRgawoSrUkKQn+/ndZf//96iuOQYY4o00Of+7z0uLNmAEjR3pZutauVQuyolQlTeqmB2xXx0gV5WGyz4q8Y3fokJNK+OgjhqIo1ZL/+z9ZXnQRnH121falJIyRP9/fHd9GgObNZdnIMSpff72X8rply0ruoKIoxEV5Ark6TfKNFFeM2kWLJrncM7Ed29XFotyoBVlRlGrJwoUiJN94o6p7Eh67cpryS/JBBduu5biR53XBO+/IsoM/9ZKiKJVC/To5Bevuw2ptwhg469gU2rTI5btf4jjjli5sT67Ltl0qlsuCCmRFUcrEvCWx5OaG337hQvj00/Dabt8Or78O3bvX3GFQVxj7BTLAFVdIPFNFUSoX/2+JG12mNnJod0ki8sm8prQ5sR9tT+pHfn4Vd6oGogJZUZRS89P/GnH0lYfwryltw2qfnw9DhsDppxcWyZs3wwcfSAD8jAy4+Wa47Tapy86OcMcrkagoWcbGBqaIda9NUZSqo2PHqu5BxfHIuM2Fyhb81ihES6U4VCArilJq1m4WE+iUWS2Zv7QRVz3SkR3ZRcdMauvT0d99B3nOhOtlyyAhAc45B379FV55BZ57zotxPHNmRV1BxTJhAhx8sLf9j394665vsqIoVUdt/h7G1C+c0Hje0tgq6EnNRgWyoiil5uUPJa1d0vZ6HHVFd175qBW3rC6clmrzZolGsWOHbNerB888A23awN69MGmS13b5chHPLr16BQrrmsIHH8C4cUXX16bQUopSU6mprlvhsvSdFTSL83zg9qVHFds+LU1c2xQPFciKcoCzdy8cfjgsWVJy24wsw19J9Zj7a2MuPjWZ2IZe7M3U3IaF2ickeBPSHnkETjtN1nftgp9/FuHcpYukkX7tNfj4Y2/fgw4qdLgawemnF19fnRKcKMqBxmtnzGTi4dOquhsVTr9umdx3+daC7dQSBPLAgWK4UDxUICvKAcx770k2qZ9/httvL77tk9PiiT1qAAeP6gPAP/++jbfGeynjokxgoPq8wE2GDAm02pxwAixdKiL60EPh+++l3I3+cOihZbqkKuOOTtMBSRASijlz4KGHKq8/iqIU5tIBS7m2+3clN6wF+H9v0zKLlnv5+bBqVSV0qIahAllRDmCu8XlFFBeb98ufGnPHCwlY6/3i9uycRef23iy6PCsWio0bRRy//ba3f6NGMHw4PPEE3HuvV75unUSq8PsDfv017NkDDzxQ5suqEh7vOgU79pIi64cPh/vvr7z+KIpyYBNTzwtdUZwFefJkb/266yqyRzULFciKcoCRni7C9KabICVFyurWhR9+gH374PqJPUhOCfwxvfnpwMC9U+5bT1QUHNwhq6BsV04c3287hE6dxLd47DEnM8AAACAASURBVFgp79ABfvtNojp06QIPPwx33eUda/hwz2p8yini7tG0ae33EVQURalILh+1i3f+tZZBPdOLtSAvXuytT5wYmXPv2gV33lmz/ZrDEsjGmJOMMauMMWuMMXcW0WaMMWaFMWa5MeadyHZTUZRIMXas+Pc+/7xsP/44tGgBmzaJWJ3wSSceeU1mx33wTVOOG9eV1AwRzJeP3MWQPmlcNjIZgIYxlvxFixlz/G6Sc+KYvu5wAD77zDvfr78W9iceP95bHz7cS8Hct2/kr1dRFOVAJLounH/SHuJi84q1IPt/r9u1K/95P/hA5pU88YT4NScllf+YVUGJ6VWMMVHABOB4IAlYZIyZZa1d4WvTFbgLGGat3WOMaV1RHVYUpXx88IG3/vHHcPLJkJgI550nPsEAqRl1mP5FM86/x1O2fQ7O4NX7NhQ6njHQokkuyTlxLHdSLc+eLXXTpoV23ahbF+6+W+ratYNk0du1MruVoihKVbL8rwZsS44mI8sQPJV6xw6JNtS2LVx8MTz7rMSkL+0I3tatkJMj8aX9YS1BLNQJCeW6hCohnPyDg4E11tq1AMaY6cBIYIWvzZXABGvtHgBr7Y5Id1RRlLJjLSxaFGgpAOjXTyaVnXuuCGSXqZ+05Pe/GgS0XbEucNtPy6a5JOe0Zt6OJtStS0GGvZ49i+7TI4946y++KL7HffqEe0WKoihKOGxLlpnDL73filuD6taskeV998lIXna2CObSClrX8myt/K9s8NlSNm4sW7+rmnBcLNoDm3zbSU6Zn25AN2PMD8aYn4wxJ0Wqg4qilJ8ffxTf3gcfDCxv1sxb/+c/vfXcPMNP/4vl1CNTCsqe+4f/ZyCQFk28kBX+rHHhpnPt3BmuvDK8toqiKEr4fDNpNQDjXxXXuXxrePNNsfi6MeoHD/YMFM89B/v3w86d4R3f+vKS7NkTKIiNgRtvlEgZ//tfea+kcgnHghzK0B6cpqUu0BUYASQA84wxva21Kf5GxpirgKsA4uPjmTNnTmn7qyhKGfjii3igR8H21Vf/xYYNDVm8eFXBUFrDhq2AXjRskENGplgcmifs5PabN7Lij6b0Gv47c4qYcLGDKEAm8u3cuQIQ0/Hvv8+pmZPtsrNLP7tkzBgxx+vvWs2iLPca9H5XNWX9jsbGik9ZTb9vpbj+Oh23c8mFMPXtbsw47lIWrkzkmYth8uSdzJ8vSZ+WL/+Zjh0z6NRpED/8kMnJJ+fz3XetmT17Hg0a5BV7/M2bGwAy/6R9+1wyM+vSosV+jj9+O9OnS07vRo3yyMqKYtKkxXTvnlr2665EwhHISbj/fEICsCVEm5+stTnAOmPMKkQwL/I3stZOBiYDDBw40I4YMaKM3VYUpSSslZTNAwZ42dsefhhGjYLevbs4rbxUddu2yfKcoTvYktqYr3+O45Q+UZx3Yg6wE4gv8lyZHRsVrJ97bk8SEiQqxjHHjIjoNVUan38us0xKw7PPQvv2MHVqhXRJqSDKcq9B73dVU9bv6LBhsH59zb9vpbz+F7dK29nPtaRJ0zSAAnEMcMwxg+nQAQ47DH77rVGB60X37kfRuXPh4+XnS8jOhASJo++SmSmysl+/+rz7bke6dBF3uqwsmSS4cuVhjB4tE8OrO+EI5EVAV2NMZ2AzcB4QPJVmJnA+MNUY0xJxuVgbyY4qihI+v/8u/wP79nllzZoFxiAO5rTT4NZb4b4jVrLFtuXaxztywpB9Re/go2VTL6Vpnz7yuqZw5mlFURSlCnjgqi188G0z+jdew7LswpM9Gjqz97p2hQ8/9Mo//RRuuKHw8RYvhsceK/p83brJ8sEHA+ebPP+8+CfPnFn6a6hsSvRBttbmAtcDXwArgRnW2uXGmPHGmDOcZl8AycaYFcB3wG3W2uSK6rSiKMXzwQeB4hhklnJxxMbC009D09hceh6UxfeTV9O8SfFDay4tmohAbhC1vyzdVRRFUSqQLgny27w/vx6puTGF6v0C2c+NN4YO0/btt0Wf67HH5L8EJGLRsGGB9R9/LOE/qzthxUG21s621naz1nax1j7ilN1vrZ3lrFtr7a3W2p7W2j7W2ukV2WlFUYpn40bPrcLl7LMr7nwtHAtyZl79ijuJoiiKUiYa1LcYY0nLiyF5f2yh+hhHM3fwOdTWqyfLrVsD265eLUlA/PitzIMHe4IbYP58ccNo5Hnicdhh1T+6hWbSU5RayMaN0KOHN4y1dGlgco5IE9dIUpqe0K6GTVNWFEU5ADAGYhvmk5bbgM0ZXviiE0+UyBPuZOrevb193HmMu3YFHuvxx731d9+VePfPPeeVDR9e+PyDBklUDL81evXqsl1LZRGOD7KiKDUIayW25cCBMHJkYAieisIYWDvs77Tu1ABnHq6iKIpSjYhtkEdaXqBAbt4cmjb12rRrBxkZYlFOTpbf9sWLJaGUi2tZbtIkMH7+2rXi2hdVRNK+Bg1kXuuMGTJPpXv3CF5cBaACWVFqGVOmyCTte+6p3PN2brANooNDpCuKoijVgdiG+SSltyQj13OFa9KkcLsGTk6oli1lcrcb4cglO1uWfpcJIGS0i1CMHh1mh6sYdbFQlFqCtfJ64AE4+mi49NKq7pGiKIpSXYhtkM+qjA4BZaEEsp+4OFi2TPyKXVeLgw+W5ZQpFdDJaoQKZEWpBUyeDHXqyGvLFjjmmKKHuRRFUZQDj9iGeazLlHBGgwdLWbAVOJiMDJlkt2iRhF1O9sUnO+aYCupoNUEFsqLUYCZMgPh4uPrqwPLgCBaKoijKgU2bFjkF6/37yzI4HGgwbipql3//G1JSxDfZ9UWurahAVpQaiLWwZAlcf733A3bSSfDRRzI57/zzq7Z/iqIoSvWiW0cvTr0rkNPSit/n7bcDt3fulBHLESO8yBe1FRXIilIDuf12OPTQwLJJkySN9KJFMhNZURRFUVy6dcwCoGm9dC65BC67DO67r/h9go0tq1bB3r0wblzF9LE6oQJZUWogTz0ly/r15Qk/PR0SE6u0S4qiKEo1pqtjQU7JbkSDBjLJriRjSrCV2E3uERdXAR2sZqhAVpRKJjVV0ncOGCDW3owM8emaMAGyskre3z9J4uST4YILArMWKYqiKEowndvtL7lRCPypojdtkmVs4WR8tQ6Ng6wolcyFF8Inn8j64MFw660yUeLVV2XSw5VXFr///5xkdYcfLvsoiqIoSkk0bZxXpv3mz4cVK6BXL6/sQBDIakFWlErGfQJ3efttT+guW1by/m7b11+HFi0i2zdFURSldhJTv+xpVXv2hLPP9rZVICuKEnGshVNPhdtuk+3t2726CRPEL2x/MSNh7qzihISK66OiKIpSO4mP2Vum/fzzXFQgK4pSbr78UvyMH31UJjwsWwYdO8KTT8JddxVuf8UVEBMDL7wQ+nj/z955h0dVpX/8c6ekF3rvShVBIAKKYLDXtbti111Ze3dF15+69rVhX3fXdVkr9rKiIKKR3nsHIUAIpJJeJjNzfn+cuVOSSTJJJv39PE+ezNy5986ZW7/3Pe/5vr17a4sd8ToWBEEQ6sK2E25k0wWP1GvZU07xvRaBLAhCg5g3D848EwYPhr/8xTf9tNP0/0cf1RHh1ashJQUmT/bNs2hR8HUWFPg8LAVBEAQhVIbFHqBrVGG9lj35ZN/r6OgwNagFE5JANgzjLMMwdhiGsdswjBlBPr/eMIwswzDWe/7+GP6mCkLrIiMDzjlHv05P902fPh0uvli/jorSLhTjxumLz3ffwcMPQ2IiOJ2B68vP158VFkLHjk3zGwRBEAQBAstSt/UiIRCCi4VhGFbgTeB0IA1YZRjGt0qprZVm/UQpdXsjtFEQWiUXXwxut+/9qFG6AtHxx1e/TEICPP00bNyoUzGUgqVL4cQT4a674L//1fNJ/rEgCILQ1OzYoR0t2gOhRJDHA7uVUnuUUg5gNnBB4zZLEFo36ela2AK8957+P3astmazhHDWXXAB7NmjUy5OOknnLJviGKSUtCAIgtD0DBmiK7a2Bwylarb9MAzjUuAspdQfPe+vASb4R4sNw7geeBbIAnYC9yilDgRZ13RgOkD37t3HzZ49O0w/QxCahm3b4rnnnuOwWhXXXZfK5ZeneT/78MN+rFzZiRkztnPddeOpqLBw9907ueCCdDZvTqBPn1I6dKgI6Xvy8+1ceOGkKtPtdjcffbScLl0cYftNVSgoAFs9LNIPHgS7vW2U9KvPNmhLv789Icd766S+52hcnLYJau37TY7bejN16tQ1Sqmk2uYLRSBfBpxZSSCPV0rd4TdPZ6BIKVVuGMbNwOVKqVOCr1GTlJSkVq9eHcJPEYSWw+mnw08/6ddWq3aTeP99Xfzjl18C57VYoKIitIhxMCrneJ1/PnzzTRPkfs2dC1271n25GTO0xcasWWFvUpNTn23Qln5/e0KO99ZJfc/RSZMgNbX17zc5buuNYRghCeRQbt1pQF+/932AdP8ZlFI5SinTufVfwLhQGyoIrYWvv9bi+C9/0X8uFyxYAHfcUVUcAyxcWH9xDLBli/6eJM9pfPTR7WNghCAIgiA0N6HcvlcBgw3DGGgYRgRwBfCt/wyGYfT0e/s7YFv4migIzYtS8I9/wEUX6ffTp8M99/g+/+EH/X/HDp0rDLByZWD9+vowYgQ89ZTvveQdC4IgCELTUGsCi1LKaRjG7cA8wAq8q5TaYhjGE8BqpdS3wJ2GYfwOcAK5wPWN2GZBaDKU0qkNc+bo93Pm+ERwRgaceips3qzf9+kDy5bBu+/CmDHha8N778HevTW7XwiCIAiCED5CyvBWSn0PfF9p2qN+rx8CgtQEE4TWzb59WhRHRuqUr+Rk32fdusEVV8AjnqJEMTH675H6FSmqluHD9Z8gCIIgCE2DVNIThBpYs0b/X7QoUByb3H+/zg1+4okmbZYgCIIgCI1IPTxCBKHtsnOnTqno2hV+/VXnEttscOyxweePjNTLyOA5QRAEQWg7iEAW2j1KwWOPadeJX3/V03bu9FlMTpyoS0JXh4hjQRAEQWhbSIqF0O6ZMweefNInjl97LVAQf/xx87RLEARBEITmQQSy0G5ZtUqXg77lFt+0p5/WvsYHDsCDD+qS0e244JAgCIIgtEskxUJod2Rmwrnngn8hx7POgu+/96VLdOkCzz3XPO0TBEEQBKF5kQiy0OL48EMtVB99FN55R1unFRb6Pnc64YUXYNeu+q3/qae0OLZadZnoX3/VaRaSSywIgiAIAkgEWWhh7NgBV1+tXz/5pG969+7aaq2wEH7/ex0Ffvdd2FZDzUaldIGN6dPh+edh7Fg9fcMGPfBuyZKGlYIWBEEQBKFtIvJAaBDFxfDtt+ByaUHaENLTYdgw/XruXN/0wYN1ykNSEkydqsUxaKeJ0tLAdeTlaYEdFaXF71FHwYIFMG4cvPqqjhwvXAgnnyziWBAEQRCE4IhEEOqNwwEXXKD/3n4bevfWZZF/+UWnSQC43fp/aSnMmwdvvRUopA8f1ukNaWk6nQK0i8SZZ0JZGRw5Alu36jSIUaMgIUEL4Bde0Ou+8EI9j8nHH+vvLi/X76OjdcQZ4N57dblmiwVuvbVxt40gCIIgCK0XSbEQ6s233+roLMA990BFBTz+uE5rABg9Gk47DTIyApcbNgxOOUWL6euu09MuuUS7Spx+unaRAF2EIzJSvx44ENav9+UJ5+bCAw/Ajz/C55/DTTfp6amp+n9amhbOQ4ZARAR07KhFPMBtt0G/fuHeGoIgCIIgtBUkgizUm7lzITFR26FVVOhppjgGePbZquLYZoM//1mLVlMcR0XBF1/A/v06Gl0d/oPoOnXSkWXQOcZmqed9+3RaRe/eMHKk/h7Qbbz/fi2M77mn/r9ZEARBEIS2jwhkoV48+CD8+99w9tnwyCN6WrdugfN89JGO4LrdOkXip5/gmWdgzRotqOPjdYqFv52amQ4RCsOHw4gR+vVjj+l1f/ppcN/iAQN0Wsa+fToaLQiCIAiCUB2SYiHUGadTu0KA/h8XBzk5Ou/X6dSD6JKS9OfffKMjv1Om6Pdm+ebhw2HzZp0PfNddMGiQTovo0qVubfnrX+Gyy/Trv/xF/ze/SxAEQRAEoT6EFEE2DOMswzB2GIax2zCMGTXMd6lhGMowjKTwNVFoClwuPShu8WI9+M7k8GH9549Zevnjj6FvX/26Uyfo2VO/HzdOW7KVl/tcKUxOOkmnOLz3XqCLxPnnB1a0C5VTT9V+xiadOvnykQVBEARBEOpDrQLZMAwr8CZwNjACmGYYxogg88UDdwIrwt1IofG55hrt+DB5ss7VdTrhpZe06O3Z0xed/e47uPZaLUrPPLP69Z10ki//1x+rFV5+2RdhbigdO2qHjCNH4LPPdPS6Z8/wrFsQBEEQhPZJKBHk8cBupdQepZQDmA0EG0r1JPA8UBbG9glNwPLlvqgwwOuvg92uhbLJyy/DP/6hI72gI8QdOzZtO6vDbocOHeDSSwOjyYIgCIIgCPXBULVUdzAM41LgLKXUHz3vrwEmKKVu95tnDPCIUuoSwzBSgPuVUquDrGs6MB2ge/fu42bPnh22HyLUDaXA7TbYtCmBe+4ZA8DHHy8jKyuSO+/UJecefngbkyZl8+WXvfn3vwd5l33iic1MnpzdLO0WmoCCAl+yeF04eFA/rQQbJdnaqM82aEu/vz0hx3vrpL7naFyczv9r7ftNjtt6M3Xq1DVKqVr7sUPZukaQaV5VbRiGBZgJXF/bipRS/wT+CZCUlKSSk5ND+HqhMXjkEXj6ad/72bPh978/AYD8fF297ve/Hw7A7t2++R5/HP7v/0Y2YUuFJmfuXOjate7LzZyp/fVmzQp7k5qc+myDtvT72xNyvLdO6nuOTpqkDfNb+36T47bRCUUgpwF9/d73AdL93scDI4EUQxvV9gC+NQzjd8GiyELTsmCBtja78UadSvHII77iHqDzjleu1J7BJqZtm8m118KSJfq6Up+BdIIgCIIgCK2JUATyKmCwYRgDgYPAFcCV5odKqXzAa85VU4qF0Di8+64uzxwTo6O/J54IyclaEL/xhp7nuedg167A5X75Rc9XGx06wCefhLvVgiAIgiAILZNaBbJSymkYxu3APMAKvKuU2mIYxhPAaqXUt43dSKF6DhyAP/whcNrWrfDOO4HTTHF88cV6/jPOqF/6kiAIgiAIQlsnJImklPoe+L7StEermTe54c0SQmH+fF0kw26HjRuhsFBHkOPj4fPPYds2/T87GyZO1FZtN98cWLJZEARBEARBCERiiC2Mw4dh+3YYOhTuvlsXvTjttKrz/e9/2tasc2ed/lC5IMeECb7XffroKnWCIAiCIAhC7YhAbiEUFcEFF8DPP+v33brpoheffgoDB8LevXp6QoJ2dwFdse7HH3X1OEEQBEEQBCE8hFRqWmgctm+Ht94Ctxv+7/984hi0OD73XO0a4V8ZzhTH06eLOBYEQRAEQWgMJILcTGRnw3BtM8xtt+n/o0fDBx/AU09BYqJ2oLDb9We7dmlfb/O9IAiCIAiC0DiIQG5itm6F/v3h8ssDp19+OTz8sPYjDlZgcPDgpmmfIAiCIAhCe0cEciOilK5oWVam7dhOPx0yMnyfv/oq3H475OTUryCOIAiCIAiCEH4kB7kRUErbq02aBLGx0LEjjBoVKI6TkuDOO8FiEXEsCIIgCILQkpAIcpgpLYWxY/UAvE6d9AA8k8hIXQJ+xQpdqEMQBEEQBEFoeUgEOQzs2qWF8XXX6XLP27fD2WdrJ4qnn4YHHtDuEzk50KOHtnOLjm7uVguCIAiCIAjBkAhyPdi+HfbtgwUL4O9/1x7GJpMn6wIet90GVqseeCcIgiAIgiC0HkQg14GcHHjnHZgxwzetd2/tUxwTA2eeCX/7W/O1TxAEQRAEQWg4IpBrQCkwDJ1H/PrruvQz6IF3f/6ztmu79lo9jyAIgiAIgtA2EIFcCadTF+j47Tf9vzLPPQcXXghDhzZ92wRBEARBEITGRwSyh8WL4cYb9YC76sjOhs6dm65NgiAIgiAIQtMTkkA2DOMs4FXACryjlHqu0uc3A7cBLqAImK6U2hrmtoYVpWDjRjjmGFi5Eq68UgvgP/5R5xQPGQLnnqvdJjZvhrg4EceCIAiCIAjtgVoFsmEYVuBN4HQgDVhlGMa3lQTwR0qptz3z/w54GTirEdobFpSCq66Cjz/W3sTl5Xr6M8/AQw9VnT8pqWnbJwiCIAiCIDQfoUSQxwO7lVJ7AAzDmA1cAHgFslKqwG/+WECFs5HhorRUD6qbPx/y83UVO9DWbDfeCNdf36zNEwRBEARBEFoAhlI1a1nDMC4FzlJK/dHz/hpgglLq9krz3QbcC0QApyilqmTzGoYxHZgO0L1793GzZ88Oy48IlX37YrjnnuMYOrSQoUMLufLK/djtbnGhEAR/CgrAVo/hCQcPgt0OAwaEvUlNTn22QVv6/e0JOd5bJ/U9R+PidLdxa99vctzWm6lTp65RStWaGxCKQL4MOLOSQB6vlLqjmvmv9Mx/XU3rTUpKUqtXr66tfWGnuFjbtAmCUA1z50LXrnVfbsYMbQw+a1bYm9Tk1GcbtKXf356Q4711Ut9zdNIkSE1t/ftNjtt6YxhGSAI5lFLTaUBfv/d9gPQa5p8NXBjCepsFEceCIAiCIAhCTYQikFcBgw3DGGgYRgRwBfCt/wyGYQz2e3suUINZmiAIgiAIgiC0XGpNYFFKOQ3DuB2Yh7Z5e1cptcUwjCeA1Uqpb4HbDcM4DagAjgA1plcIgiAIgiAIQkslpAxvpdT3wPeVpj3q9/quMLdLEARBEARBEJqFUFIsBEEQBEEQBKHdIAJZEARBEARBEPyo1eat0b7YMLKAfc3y5YIgCIIgCEJ7pL9SqlaPvGYTyIIgCIIgCILQEpEUC0EQBEEQBEHwQwSyIAiCIAiCIPghAlkQBEEQBEEQ/BCBLAiCIAiCIAh+iEAWBEEQBEEQBD9EIAuCIAiCIAiCHyKQBUEQBEEQBMEPEciCIAiCIAiC4IcIZEEQBEEQBEHwQwSyIAiCIAiCIPghAlkQBEEQBEEQ/BCBLAiCIAiCIAh+iEAWBEEQBEEQBD9EIAuCIAiCIAiCHyKQBUEQBEEQBMEPEciCIAiCIAiC4IcIZEEQBEEQBEHwQwSyIAiCIAiCIPhha64v7tKlixowYEBzfb0gCNVRXAwuV92Xy82FiAjo1Sv8bWpq6rMN2tLvb0/I8d46qe85Cm1jv8lxW2/WrFmTrZTqWtt8zSaQBwwYwOrVq5vr6wVBqI65c6FrrdeOqsyYAb17w6xZYW9Sk1OfbdCWfn97Qo731kl9z9FJkyA1tfXvNzlu641hGPtCmU9SLARBEMKMUgqXWzV3MwRBEIR6IgJZEAQhjCiluPbdlZz3+uLmboogCEIVDlhjWLMvF6XkIb4mRCALgiCEkXUH8li0K5tthwqauymCIAhVOK3LWVzy92X8e/He5m5Ki6bZcpCDUVFRQVpaGmVlZc3dlFZHVFQUffr0wW63N3dTBKFdM3P+zuZugiAIQrWUG1YAFu/O5o+TBzVza1ouYRXIhmFYgdXAQaXUeXVdPi0tjfj4eAYMGIBhGOFsWptGKUVOTg5paWkMHDiwuZsjCO2abYcKAYiNsDZzSwRBEKoy3pHFyoiuZBWWo5QSvVUN4U6xuAvYVt+Fy8rK6Ny5s+ysOmIYBp07d5bIuyC0AMoqtPWSS/L7BEFogRQauqd5S3oB87dmNHNrWi5hE8iGYfQBzgXeaeB6wtOgdoZsN0FofhwYFJU7AXC7m7kxgiAIQSgybHSOjQB8PV5CVYxwjWI0DONz4FkgHrg/WIqFYRjTgekA3bt3Hzd79uyAzxMTEzn66KPD0p72yO7du8nPz2/uZgitnYICsNUj++rgQeYXJvBjYTx/mxKNpTU/tNVnGxw8SJ4Rwd27uxBrh1InvHtmbOO0TwgfDTjesdtBCl41D/U8R4mLg/Ly1r/fGnDc3p7ag/G9I1h60MnJfW1MGxYZ/va1YKZOnbpGKZVU23xhyUE2DOM8IFMptcYwjOTq5lNK/RP4J0BSUpJKTg6cddu2bcTHx4ejSfUiOTmZhx56iDPPPNM77ZVXXmHnzp289dZbVeZPTU3lvPPOY/PmzdWuMzU1laVLl3LllVcCsHr1at577z1ee+01Zs2axerVq3njjTd4++23iYmJ4dprr2XWrFmcccYZ9KpjpZuoqCjGjBlTp2UEoQr1NaCfOZPrx90NKOg5guRh3cPetCajPttg5kx29h8OXc6ke4dY9mQVU/kaJ7RAGnC8t/eCC81KPc/Rdl8oZOZMHGPvYMjA/qzN3k+Pnr1ITh4Z/va1AcKVYjEJ+J1hGKnAbOAUwzA+CNO6m4xp06ZROao9e/Zspk2bVu91pqam8tFHH3nfJyUl8dprr1WZ7+abb+baa68FYNasWaSnp9f7OwWhOci1RnlfP/DZxmZsSfNxxNDdlmb3pfiMCoLQkig3rDgMK/FRNuxWCw6XXKOqIywCWSn1kFKqj1JqAHAF8LNS6upwrLspufTSS/nuu+8oLy8HtLhNT0/npJNO4oEHHmDkyJEce+yxfPLJJ1WWTU1NZfLkyYwdO5axY8eydOlSAGbMmMGiRYs47rjjmDlzJikpKZx3XlWDj8cff5wXX3yRzz//nNWrV3PVVVdx3HHHMWfOHC666CLvfPPnz+fiiy9upC0gCPXnjZ7jva8dzvaZgHvEYgpk3WUp1fQEQWhJFFn1NSou0kaE1dJur9Wh0KJ8kP356/+2sDU9vEb7I3ol8Nj5x1T7eefOnRk/fjxz587lggsuYPbs2fz+97/nyy+/ZP369WzYsIHs7GyOP/54pkyZErBst27dmD9/PlFRUezatYtp06axevVqnnvuOV588UW+++47AFJS73fUFQAAIABJREFUUmps46WXXsobb7zBiy++SFJSEkop7rvvPrKysujatSv/+c9/uOGGGxq8LQQh3KyL7UmEcnH+uP4s35PT3M1pFvIsWhh3jtM3IZdSLfciKwhCu6PI4ieQbRYqXCKQqyPslfSUUin18UBuKfinWZjpFYsXL2batGlYrVa6d+/OySefzKpVqwKWq6io4KabbuLYY4/lsssuY+vWrWFpj2EYXHPNNXzwwQfk5eWxbNkyzj777LCsWxDCicswmFSeSZTdQrnT1dzNaRa8EeQ4LZTFyUIQhJZEoRlBjrJRUFrRboMZodBigxs1RXobkwsvvJB7772XtWvXUlpaytixY3nvvfdqXW7mzJl0796dDRs24Ha7iYqKqnWZULnhhhs4//zziYqK4rLLLsNWn5GrgtDIOA0LViqIsFkor2ifyjDPiCDCZiEuUhcJES/ktk+Jw8lj32xh+pRBDO7efIPMBSEUiv1SLHKKHQAcyi+lZ2J0yOvILXZw1+x1XDm+H2cf27NR2tkSCHsEubUTFxdHcnIyN954o3dw3pQpU/jkk09wuVxkZWWxcOFCxo8fH7Bcfn4+PXv2xGKx8P777+Ny6QhafHw8hYV18xmsvEyvXr3o1asXTz31FNdff33DfqAgNBIuw4INRaTNSnk7zGsrN6zMih1MQpTNa3EnOchtn5QdWXy2Jo1/LNzT3E0RhFrZGq2dLzrE2L3T1u/PC3l5pRR3fLyWRbuyeX/5vrC3ryUhAjkI06ZNY8OGDVxxxRUAXHTRRYwaNYrRo0dzyimn8Pzzz9OjR4+AZW699Vb++9//MnHiRHbu3ElsrPY/HTVqFDabjdGjRzNz5syQvv/666/n5ptv5rjjjqO0tBSAq666ir59+zJixIgw/lJBCB9OLFiVItJmweFy425n4nBJfF/KDSsxETasFi2Q29s2aI+Yg5x2ZUjBBaHl89d+yQB0ifN5H9/y4VpWhJhq8VtWMUt263ndbbyHTPrqg3DRRRcF2DMZhsELL7zACy+8EDDfgAEDvB7IgwcPZuNGn7XVs88+C4DdbmfBggUBy5neqNdff703Ivz44497P7/kkku45JJLApZZvHgxN910U4N+lyA0Ji7DwKbcRNr1c7fD5SbKYm3mVjUdhVZ9w3nrqrGs3X8EkBSL9kCpp7T4ofyyZm6JIIROp9gIvrjlRC75u3bc2nQwnwmDOte6XEFZhfd1W7+8iUBuBYwbN47Y2Fheeuml5m6KIFSL0zAjyFoUlzvdRNnbj0Aus+jLacfYCG+KhUSQ2zZ7rXH8tDUDkHQaoXVwcn4qh2M6Yrda6NvRl3dcEaIfcnG5E4CEKBuFZc5GaWNLQQRyK2DNmjXN3QRBqBWXYcGmFBE2HUHWThb2mhdqQ5R6BHK03eoTyKKZ2jR/6HgSe7ZnArqnUWgdKGDDgTyO69uhuZvS5CggSnlEbrTv+hyq3VuRRxQP65nAyr25FJU7iYtsm1KyxeUgS+Wp+iHbTWhutIuFm0hTILczJ4syP4Fs9VxZJcWibVNu+G6hcg1uPXwR1Z8L31zCvC2Hm7spTY4yDKzoY9W8VkMdBLIngmw+XIx9cn6YW9hyaFECOSoqipycHLnQ1BGlFDk5OWG1lhOEuuLCwOYZpAc6B7k9UWrR0ZhImwWbRW+DfdnFzdkkoZGxKsXUoV0ZP6ATZRXt0/u7NbLNrsXdvpz2d366MLzCz7/XI5QUC5dbkXZEGweM7qO3YVuuxNei4uJ9+vQhLS2NrKys5m5KqyMqKoo+ffo0dzOEdoyOIPvlILfDCHKkcmGxGMRE6G1w5Tsr2PPMOVgs0v3eFikxbPRIjKZTrN07MLMtoJQit9jhLXjT1ki3xgB4H2TbE27DwEJVMVxbBLmswsWw/5vrfX9s78Swt62l0aIEst1uZ+DAgc3dDEEQ6oH2Qfa5WLS3anplFhvRntw+m9V34/1xawZnjexR3WJCK6bEsBETYSXSZsXpVjhd7oB931r5eXsmf/jvat67cTxThnRt8Po2HMjj151ZXD2xP51iI8LQwobxQ1T7DSa5MbAE6aUvcdQ84K6yS0u/zvohY0TPhPA1roXR+s9kQRBaBF4XC6spkNtXBLnUYiNK6YcCf0eDXE+1KqH1Eiztz4lBqWElNtJGlL1tHfN7snTqwV++3tTglMcSh5ML3lzCy/N38uYvu8PRvAZRqHyyx8ynbU+4/XKQ/SkorXlbZBb4BHL3BN2zcNLRXYiOaLtORSKQBUEIC06zkl4bEwuhoiPIWiDb/FIqnO72tR3aGn9ccoSRX2dWmX7EFo0yDDrHRnjTitpKHnJ8lO5cPpBbypb0ggat60iJzzf3t6yiZrfDO6J8zg2Ffp6+7QUXloAUi0V/nkqHGDv5pTVvC/8xJSsePg0Aq8Vg5+G2WyBHBLIgCA3GpRQuw0KEcnnFQlsevBGMUoudSI9ATh7alasm9APAGaK/qNAy+Sm9nGKn4nBpoPjNtWkP2U6xEd4IclkbOeadfiL2YF5pg9ZV4bdNUnZk8cDnGxq0voZS4id7aouatkUq5yD37RTD2H4dySutuafLzFGedcPx3mm/7syisNxZq7hurYhAFgShwZjj8ez+Nm/tMgfZE0G2Wnj4nOGARJBbOwPi9APf61uLAqbneARy57gIb0Gc8jYSQXb6RQv/9P4anp+7vd7rMoXVwC6xACzdHVpJ48ai2F8gt5MIckapize3FaGU8uQgB37eIdpOXknN28J0uegaX3XgZluNxItAFgShwZR7Lp4Ryu0rFNLeXCwM3yA90N2PEHqFKqFl0itGi9/0ksDjOceuByl1jo30PhSWtZFj3owgXzK2D0O6x/Hl2oN1XseMLzby6k+7vMf/g2cNY/qUQc0ebSxVvpzZ9iKQ71yRxwubi9hZ4Ayag5wYYye/VoGsj2273yDUpy8aCUBWYXmYW9wyEIEsCEKDcXhuqJHKHVBquj3hP0gPfDcSl1uxN7uYGV9sJL2B3dVC02OKxeJKx3OuXwQ50owgt5Bek7wSB3d+vI5v1h8ku6ju4sXME37ywmM48agutTocVCY1u5jZqw4w86edXmEVYdP2h6UVrmbNQzYjyBYDluxuH3UXssv0Pthf7KLYYseoLJCj7RSWO2u0egsmkHt10OfARW8tDXeTWwQikAVBaDDBUiwcLUQsNBX+KRagI8iGobur7569jtmrDvDJqgPN2EKhPpjH9srswAhbji0aQyk6xkS0uAjyl2sP8u2GdO6avZ7p762u8/LmQ4HV4hO1deH2j9d6X/sLK7MkcXEdBXc4KfXIHlOjbzvUdgeZmZi/9aYleaRGdawSQe7gKTn99bqD1T68mD0BdqtvAHJsRItyCg47IpAFQWgwZgQ5Qrl8KRbtLoJsJ4pAIaEUvPbzbnZl6vzVugoNofmp8BMMB4p9wi7XFk0H5cBqMbw5yGUt5KGwZ6Kvquq6A3l1Xt4cWGqzWIiJsFLhUiEPui0ud7L5oM/5wnxo8BfIhWXNJ5CLPSkWT16o0wMO5bf9Xp1u0YFSr3KhEPP4feDzjcz4YmPQdXh7AvwiyOP6dyQhyhbg2tOWEIEsCEKDcZg5yLi9ubfOZrZzamrKKqVY+FPi0NNrq1YltDycCrpH6VvlwsO+kf7+PQZRLbh65DnH9qzzMi7PwFKLAdGeKGGpIzTxv3JvbsD7q/+9AtDR6L6ddN52ajOWYDcjyCN6xgPt40G+qEJxfBefvV3lQiH+DyzVVYQ0j23/QjhWi8G08f3abKVQEciCIDQYh5lioXwC2d0OBbL/IL1g/GdJKqe8mNLsXrBC6FS4FeO62BmWaOP1bUWUeR4G3YavIllLqx7p71kbEUJlP6UUOzMKvUVtKtwKu9XAMAwiPF3qFSG6sSzfk4PVYnD/GUMCpueXVHhzVptzUFcx+mGmQ4yu6NdS9lld2JKezz3b3AE9GtWRWeZiS56TAXE2esd48q8rzXPpOF9lwfxSJzfOWsXDX23irFcWMum5n8kuKueJ77YCgSkWADarEeB60pYQgSwIQoPxpVi4sRr6AupqB4NfTJRSlFbKQa6OPdnF3P9Z83rBCqFT4YYIi8Etw2I5XOpmb6EWJS4s3lxOn81bVaGQdqSEGV9sbNIiIma+aEyEtdYBdiv35vLrzizOmLmQG/6zEtCD9MwHXavFk7Mb4kPdxrR8RvVJJDHaHjB98pAuxHqqrjVnBbsSZSFSuYiJMIu7tD5x997SfXyVobjgpxxyymtu/30r8wGwWfRxDFTJQe7oV/67uNzJz9sz+WjFfrYfLuRgXik7PMVA+neO8abJmNgsFtyqbQZERCALgtBgzAhyJC4snsFp7SlKWqHAbViqTbGozFfr6m6bJcCafUc40oDS3Sv25DBz/k7SjpSEvIzTrbBZDPp47N4Ol+qD3eVnl+UdpBckGvnyjzuZveoA87dm1LvddcVM5UmMtnvTe4KxYFsGl/9jGdf/ZxUAqTl6uzicbmweYWwGoENNmcopLqdbfCQTBnUOmB5psxLjEVdZheXN5h5RgoUY5fS57bTCcQHpnrzpXIfi0bU1VzrM9QjoM3pFYfcI5MouFgAJnuqJwcZJ5HjOuYfOHoZhBEaQzTEnofYwtCbCIpANw+hrGMYvhmFsMwxji2EYd4VjvYIgtA7MgUx25clTsxjtSiCXOj2RxEoCefb0idUuU9yMUbTWyiV/X8oV/1xe7+Wfn7eDVxfs4tkfQi98UeRUxNoMBsZrAbE9X7tZuAxfyV4zGllcXlVcmLZY+3NDF+UNxV8g15Q7fKBSm+KjbOzJKmLW0lSO7hYH+CLIoZ7PucUOOsVGMqR7PHufPYdvbpvEV7eeCECMJ9L+6oJdfLB8X91+VJh439WdI5ZIb/XD1paDnFNUzvI9OQzTdVfoGlWzjIu3Wxjfxc7UnpF4tCzWIA8nv9yfzCVjfakWj58/gicuOAbA+1AaG1nVtcIcoNcWK4aGK4LsBO5TSg0HJgK3GYYxIkzrFgShhePwKxQCYDHal0A281Ir5yCP7dex2mVWpuZW+1m4eH7udl5fsKvRv6cpMPMcd2TUz5Zrd2YRa/bpAUihDjhzKUVhhSIxwqBTpIU4m+H1lHVheIVGTISNuEgbGQVlgcu7FZ+s1tZ+L8zbUa9214d3F+8FICHaTnENv7Xy4Cq3W3HKS78CcONJAwFfBDmU89ntVhwpqaCzp8veMAxG9+3AGM954P9936xPD/HXhI9yw1ckxMzNbm0C+at1B6lwKV4cpttfm0AudSmiPHnD5pyVXSwAOsdFMqJXgvf9kO7x9O2oB1WaOePxUfYqy5mD9kQgV4NS6pBSaq3ndSGwDegdjnULgtDyMVMsImg/EeTdBU6e31TIvINlHCrVIiS2kkCOsFk4xu+mA7Dy4VMB2Hao5q7RhuJyK95K+Y2X5u9s1O9pKhoqZL5d70trMdMFvt90iIlLXUEHOzncijuX56OARE+00WbRrhaApyKZr01xkTZmLU3lka838dGK/ezNLubVnwK3fVO4mKxOzfWmSsRGWNl2qIBv1gdP6TGt2xb9eSrH9EogPd8n8M8Z2QPwRZBDSbHIL63A5VZ08stprcxRXXXoc/W+I7yVsjuEXxQ+Fif08762WS3YLEarG6S3Ym8ug7rGcowO8HvHf1RHmVMRbdMCeXOePs5PcgRP9zGj6gCj+3bwpk+YD6UDOsdUWcZezSDO3ZlFnPzCL1UeGlsTYXd5NgxjADAGWBHks+nAdIDu3buTkpIS7q8XBKGhOByQUbd8yQ1H9EV63fFJZKSk4Ha72HfgACkpmY3Rwsanlm3w/QHFp3t9768+Sv8vHjOkynXtrmMUhwZE8dhSfaPYuHoZVgO27NhDCmnhbrmXr3f7cnU//f5nusW0ziEn3/7mYEOmizHdfNG/ut47iisUb/1SwthuVgodiqzsHFJSUrh1rrYbm7Emm2uPhki/EfpbjyjmeHZPjqOQlIwi3Eqxr7iElIxSMnv1psRt9bblsEcIfLB8f5XvH9vNytpMF/MW/EpcRONaYn22Q+/3Sb1s/JaeA8Bds9eTmOfrSShzKhSwfb9OF9m2bgUd0MslRho8eWI0ixctBGD7YS2qVqxYSVp8zcdQepEWSRn7fyMlJXgKxc3D3TyQpV8/P3cHI+p7DtTjOvXumNOhEG7tlU9KSgo2Q7F77z5SUg7Xrw114K31ZfSNt3D+UdU/PITCzrRSOkQa/FpRgdWw8lthMSkZ1afv5DoUnSqcpPhtq+gJRwc9h/an631tNWDVssXsyNUPDyt2Z2AxYP3KqhXz9hzQx9CixUvo6IlmHyh089lOB/tyXEx4ZgGXDbHTI9bCuO6tq7BIWFtrGEYc8AVwt1KqSnhEKfVP4J8ASUlJKjk5OZxfLwhCOJg7F7p2rdMiWaUlQAGTVy6j75+uIWrhj/Ts1Yvk5JGN08bGpoZtUO5SXL8w8MbcKyYOKGLKimX0+dM1QZd7bOkcAE47ZSqJS+bTsXsPkpOPrbYJ2w8XMG9zBpcm9aG8wsXALrFVBsi8+tMuvlqXxj2nD+GEozrTLV4XiHA43Vw/9wfvfHF9h5McxA83ZUcmL/64g2nj+3HVhP7VtqWxyCwoY+3+PM7yRCuDcf1cvd1+y/dFqCZOmux1jgiFXRmFOBcs5MbTRvHB8n24FUyZMhHmfg/AkgzoExPN35ISvctEWRyAToOZNrALfWNtxNoy6RYZSXL3RN49tBwjOp7k5AsBGLQmhT1Zwf19Lz9pBGu/3MTopAleL+DGYmnJNqLT9vHhnWeyZl8ul/x9GYYB/vfbic8sIKuonDtPGQw7d3Lq1GTeT10JZPPweSP53fG+SGvZ5sOwfg1jxiUFdMEHY8WeHFi8nJOOH83kwdVfQy47B+77dAPL9+RQbx1Qj+vUPw6uYlyiiz+v/RHunEXMovl069Gz0a9TucUOVs6dz8rDLl76wxkNWlfUuoX06BJDckQ2kRY3PaKjSe5edb9szavgtmV5ZJW5OK1XNMndE/no5HLK3/kPUw9XwA2zqizTO6OQf2xcyLmjepGcPIYOB/Jg5RIKHBBttwbdVzlr0mDLBsZ4ju3TXv6VvdmBxVc+26lFdOpzpzXotzc1YQspGIZhR4vjD5VSX4ZrvYIgNC0r8xRHarEOqoyZ5mjmIFstRp0LheSXVFDicHL/Zxv4dWdWnZZtStJLqnbJlnj63e2Ett3iIm0U1VJN7O2U35j5006u+tdyTnnpVz5aWTUy+eW6NFJzSrhr9nrGP72A9Dx9Y3rxx8B8V3eQQTk/bjnM9f9ZxeaDBfywKfQI2oo9Odz03mqW/ZYT8jLV8eScbdz8wRq2ptct3eSOj9fVaf5tHpuquEgbNosFp8tNVlGgF+/mIxW4lKLY6WZ7fgXX/KrF8V0jYukbq2NJNouBU/l8kP3tsj6+aWIVCyyTBI/l2ca0/Dq1uz44Xco7cGpc/07cc9oQlArMIT5cUIbLrShxOLFaDKwWg0Oe9IrKAt60ewslZcr0Ue4cG1nrvBE2o8kL5xyMjKe34etZibRZqk2xWJWaG7Yqe79s1z1p0XV4qKsOp9vnMBJh9ZVCr8ziDAd7i/Rvi/b0jJzYLZKpBanVrntw93g+v/kEb5VBfw/tyv7HJnEe94uicicFpRXsraEITKjVGFsK4XKxMIB/A9uUUi+HY52CIDQ9eSUOLl/v5q4VeaSXuPh6X2g3iAp34CA9q8Woky9mYVkFo5/4kVGP/8jna9K47t2VdW98E1HsEcPXHx1TZZpNVX8D+N/tJ3lvPPFRtlrL7eaVeqIunnzSORsPsSerKGCeyhZe9366niPFDt5ZtIfhPRO4zFMAIJhjxtzNPlFsetb+siOTq99ZwfI91YvfuVsOM39rBv9dmlpj+0PBdDV46KtN1dp+Deqic1YnD+7inVZXy7Q7PYI6PsqGzarz4ytbvWWWuZk0J4uT5mRx94p8KjzNuWKgbz/bDZ8g8fdBBuieEMWNkwYErPPLW0/kp3tP9g7WvO2jtY1eJMPpdmP1EzNmERNTnPj7MW9Iy/MKH/MYqSxuTbEdiq+5aQfWOa72NAK71RJUIBeXOzmcX3PeaqnDRbZD1ekh3K0Uh+zBBHJgGxxON9e+u5LL3l7GVe9UyRStM7szC7nP43s+wHMsA3yxJo3f/2NZnXOg/T2q7RajSg6yUooBnx3mmY2+wazR1YjbYCQN6OS9HiRE+x74ImzBxX18lK98eDB/66sm+HojHv/fFi5/e1mzWfzVlXBFkCcB1wCnGIax3vN3TpjWLQgC+sK4yROBKnW4uOeT9RzMC0+Ew2S7J9K2KMPBpT/ncPfKfApCMNL3VtLzRFAzCsqZvUqP3g+lytJnq3Ueov8Nr6VGG0zHiik9fCIglAjysX0SuWaiTmOIi7SxN7uYhTVEyvM9Atlk6W85XocBb1sqCeTiche/ZRXhVvDgWUN55FxtJvSvRXurPHSsT8vzvjZv0rNX7mfx7mymv7e62v1W4rEyS81peLlgU7xtOJDnzeGtzJ7sYk4d1o3HzvcZI3VPqD1CGYyucVHYLAYVLkXakcBzJ6vMzeFSN0cciu35vht9zxifMLBZDO/DoMswqrgBmAPazh7Zgzl3nsTYfh05ulscPRKjvPNsP9y4gzNN32YTn1uD3m/+paCX78n12tCZwtmMCJr4Isi1n49mBLljTKgCuapQuvDNJUx8dkGNy944axVJS92M+CqD/x0o5WCQXp3KZJa5qbBY6W34HlAibdYqxV32ZBd5z8s9WcUNLmqy1K+nxTynyipc3PfZBlbszSUjv24PTP77N8KiU778+TG96vrMQXp1xX+wZWk1BWfiI7WYLip38onnmj+6bwfv5/7XsY9W7Gdlaq63t6KlEy4Xi8VKKUMpNUopdZzn7/twrFsQamNregFv/tK0o6Gbg6/XHeT8Nxbz2oJdrDtwhK/WHeSe2evD+h1m5EYB6Z6CCAeLa7/5+CrpBc67M6OQof83t9b9c6SkavGHvNL6F4RoTMwbUpzNwj9P1DcCM4JsDzEyUljmZE92Mde+u7LaaFmB58biHzn1RylFSYWL04Z344EzhwIwcVAnsov0dusSF0lCtI1OsRHszizi151Z3ojd4fwy9mQV88CZQzmubwdvFC2jQN9cC8qc/N83W6p8p8utyPXsq2D7rK74RzP3BsnfNbtrF2zP5Ohu8dySfJS3nTV15VbmmF4J9EiIol/nGGwWiyeCrAVycqfQ22uzgPnc5jaMKn6yDpf+PcN7JnBMr8SAzx45dzgQvNpeOHG5lLcLHnwPIX+bu4MBM+Zw7bsr6ZkYRRdPlDfCK5B1u+KrEcih2HjlFjuIj7J53Q9qwm61BJTENtmVWRRk7kCWeXo4HG64Y3k+U76vPSXLvI75R5BjI60UlAU+iJq9DaYncLDzs7CsIuQoqFmFDnQRDrdb8cDnG73TKn9/ZfJLKvj9P5Yxb4vu8fGPIPeItpJW6fq8Plevr2e0BVMWR9UhguyPf0pIdXaB5vGSnlfKG57r/GnDunk/Dxbo+C2r9n3cEmidw5qFVkGpw8XZry7iM48PaGNx8d+X8MK8HU1ayrWpKXW4vBG2dfuPeG+yK1Nz2VWLL+yq1FwO5Jbw0JcbufztZTVGZtOD5NytzHbw7f5Sssuq376mD7K9UkTtjJkLcbkV39bieerfpqlD9cCbvJKabxzhJrOwjLNfXcS3G9LZVlT9zc+MIEdaDSI8Nx4zZ9sWYg6yf9dlsMpVoEXqtPF9ef8PE7xpBqAflAAcLjcut2JMv47cNvVoeiREkVPsYKfneOgWH4lhGBznF80xb/bzt+qb7ZTBXQO6mYvKnd4CER+v3E9ZhYupL6bw1/9tocLlZsrzv3jTG3KKHA2y8iurcPHp6jRvFTr/iLZSits/Wst7y1IBuGiMdg198KxhrHj4VCJtFp79flvIaTxWi8GwnvH6tdWgwu0m7UgJXeIieGekhbtHxIW0HrthUOERRpVTLMAnfv3tskySPcd1dfs7XDj9BBTgrRj3sV8O+7+uTaJLnI7CmxFkc6BkbEQ1EeRqBGFZhYvjnviR7zcdIruo3OuBXBt2q4HD6Q540Am1R+zMY7oHvK9Nu/96uJyXt2hR1scvgtw9IcprQ3ak2MEz329jZ4aez7Q0qyyQi8qdnPjcz9z/2UZq40BuCR+u0Nv92hP6k1lYzlspu/nfBt/10F9AV2Z1ai6jn/iRFXtz+fcibZvjdCtsnuvO0Qk2fisMPJ72F7kYEGdl2XndGBCn933P6PrlPhuGwZpHah5YZ/Y4PPat74H6D5MHel//9YJjmDgo8Cl03pbDrcJeTwSy0Cj8vD2D4Y/OZduhAh74fGODu6lqwox8VO6Sbiu8u3gvwx+d6y00kFtSwQ2zVnk/X1rDYKkKl5vL3l7G5Od/4eOVB1iZmktOcfVdeofyyki0wYxjfYLhsXWF3Lkin3tX5nO41BX0RulwQ4TbSXVxir6domv8jaZAmzy4C5cn9QVoUEnh+vDL9ky2HSrgzo/Xcfbq6oVukVk1z6q7OAGWZOq22oIY8Afj71eN80Z9q+u6zi+t8A7u+uPkQd7pf/lqEwBfrNFC2YzyDO4ex5drD/Ly/J307RRNtwTdrT+2n08gm1HT7zYeAnRk1WoxvLnNxeVOxvTtwDnHarF032cb2JtdzH+WpLLtUEGAgHG6FQ99uZGlu7ND+s2ghe836w/yzqI9jHxsHqD3fVL/jjw/d4c3/WD2qgN8t/EQ/1mSCsC08b48xu4JUdx40kB+3JrBxoOhDXpz+XVLl1e42ZNVzMcrD9C7QzQ2i8HgBJ8ovKhfFMd0CD7YLqfczcLDel+7g6RYlHjEbzCHDXNaYwvkL9amBeynyErR3JcvH83I3onedsRE6nb97ZJRrPzLqQHiGmofpPdbVhF5JRUHEhCXAAAgAElEQVTc+uFajpQ4avRA9scUnte9u5LCsgp2HC7kgjeWeD+vKULrcLoZGlvtx15+PVzOgM8Oc92iI95z1D+C3D0hit+yipm7+RC3friWfy7c4/2sVwd9zfIfqOd2K0Y+No/CMidfrE3jX37zB2PBNv0wedGY3iQN6ITD6ebFHwO9sVfsrf76/e/FPi9J02dYH8t6n47oYCOn3M2WPN+9L7XI6RXGpunN2M5VC3yESue4mtOZKvc4PH3RSGL8HrJ6JkbzpylHed/brQYfLN/PWa8savG5yCKQhbCTW+xg+ntrAqbVNmI/HEx4ZgF3z67b6PaWzt7sYp74bmvAtA0HdKTNjAA99u2WaqPnlUvJgn6gyCws45p/ryCn0kj+tfuPMDRWV8KrzMIMBxO/y+KzvVWjPA63CkivePbiQPuyZb/l8MOmQ1WW251ZyGsLdvFbVhFd4iJ4/w8+G6wjTRxBPhxCLqBbKe5aoUVZjM2oEpkJtSOzY2yEt2BCsDzMw/llOJxu72CZKyf0I/W5c7lyQj9v5aqHPUK5zBOJGdHTZ/U0tHu89/Upw3zRNnNgmhk1s1gMlv6WQ3aRg6JyJ0VlTmIjbd7vnbPRt8++XqejXgvuO9lbOvjT1Wnc9tHaEH81TPvXcu6avZ6n5mzz5pvff8YQrjtxAID3pvnQl5sClvOPuANMHaq7cEO9rvh3S/+0zTfAz6zs1j/Otx9fHJ/InNODp7V0i9aS+PPU0oBKeibm+RRMJJoPMo354Lc5yAPDSUd38eaE2iwGF3tSB/Z5Bn+a9n4RNovXJtAfMwWj8oBQk9Rs3zVmd2ZR0HLEwTC72ffnljD9vTWc+cpCsv2uR8HSL0xKK1wk+n1NfDU5th/vCbz+xbocxBi+9Zq54Td/sNabtgFaxJ07Stsi+keQK6dDPP39tirXUH8OFZQRYbPw8uWj6RYfXGjarNXLsGP76DSd3h2ivYMonS6391i+sF808TaDt7YVU+FWbD5SwZY8J3bP52+f0IGHRsUH5NHXh//eOJ63rx4X9LPISoP3zACHP/4pN6Z43ptdXMVJpqUhAlkIO7nFDpxuxZMXHMM9pw0BGq+CVOXI9NfNUL70QG4Jv3tjca2pDnWluNzJ1BdTvO8nDOwUIIKWzJjqff3dxqriE4LniZZVuPjPklQW7crmoxW+bteswnK2pBdwcieD3Eo2b+O72JnYVd/0NxypKlwdbkWE23cDnTa+Hx/dNIEHzhzKCYM6U+xwccuHVYXUzJ928fL8nSzale11dejoERcZBWVhG9CUml3MwbzSGt0ZdmUG7r/Kg19ARxABhiXa6BNjZWC8jXlndK5Xm8wBXcEic1+s1YMWTxse2JUcG2H1pqOYn11wnE4/MCNepwzrxl8v8Pm6DurqC7W964nIGobB70b3AuBiT/pC8gspFJY76RIX4Y1c+7PRkwLRr1NMwKAz80EmmFNGZczua39uP2VwgA3dwIeqDl9JqFTi1lZN9a7q8BfI/tvUTC8Y7hcxtgZ5ODR5c6IWmiuzHDgNS5UI8pQhOo1iVO8OVZZNiLYTabOwOb2ATWn5vPLTzpAGsIbC0t+yufqdFZz3+uIqn3WMjeCZi/TxEMz14QbPw0l1mCk31V3f/PNJMwrKQ/anfuz8Y7yv/cXpsB764a66VDC3W7F8Ty7+z6ZFTsXG3KrXpZxK1zGj0v7qkVD1gQB0Kk+U3Uqn2AgO+Q0eDeY8U1NaSHmFm0ibBcMwAsrOX3/iAL65bRKDusTy0Yr9THxmQdBcZLN3dMLAThR7Bsf694YkRlg4s08UK7MdnDo3m/N+0tsxuYcW40MS7fwplFB7LZw8pGuNXuXf3zkZ0ELePKd+uncK8+6eAvgEclykjTtPHez7fY7G0QXhQgSyEHZMMdw1PpJ+nfVNu66euKGyeJdvcMbxAzrSKzH4Ba8xWXcgj41p+d6BF/tyiutkcVYd+/2ivxce14s3rxrrvdBMG9+PSJuVO085GtD2bME4UqwvuhMHdeLu0/SFqazC5fVrfWn+Tp6eoyPUZi7c2ASDck/7nxqbwOzkTrx7UkdmJ3eiR7SF2XtKKao00Ci10EUnZ+CN4sSjunDb1KOJjfTdyUorRaH8I4BmmkXHGC2GHvt2C2e9sqjB6Tm/bM8k+cUUJj33M1f8c3m13Xq7Kw0O8u+2NMks0228e0Sct2jH0EQ7vx9YcwpJMMybXLBzI6/EQbTdyhC/SDDoG02508VzP2znp20ZdImLpLdHGF+e1JeHzxnGW1eN9U4D3bX/yfSJgM/JoLzC5T2Wnr5IR/vN6F23hKgqwhx0aWDQorJypPGHTYc45rF5QR9o5mw8RKZHZJRVuLjeT5CZD3yj+1QVlP5UFux2s/xxpYcYpVTQc08LZL3M368ey/pHT+eaif35syfNxWoYLDirCzPH+wbWvTmxA/+aFNiunjFWBsVZKXEpMiLi6OwOjIBdOb4fm/96Jv2CluS1MLJ3Irszizj/jcW88tMuVqUe4cnvtlYRR6tSc7nto7XM+GJjSNeSJ7/bxuIaUl3MBwx/7f/ZzSfwz2vGeaPo1REbaSMu0kZucdXzwely81bKbmIirF5nkVDHgozu24F/XZtUZXqfjvrYTdkRfODdXo97ysBog/P6RnHXiFg6R1r445IjlDp92yq1yMmq7AqO6+Q7dlSlPh4zPcAw4L7Th/i1Qe+/LnERARFiUyA/cu5wbj5Zpw1Uvqb543C5vRHWCJuF924cD0Dn2AhG9+3g7QU8XFAW9AGkvMJFpM1CQVkFB/NKufPjdTrH3G/QXYLdoNSp2O8ZrHdUvJUrB9X9etQQRvRKYMF9J/P9XZO9047uFs9Qz8OO2QuRGG3nDycN5PVpYwDfoNaWighkIWy43YrMwjJe/1mXNLVZLH5RssZ5UvT3FB3bryPp+WW82MQD9szftv5AHp+uOsDJL6Tw9sLf6rye7KJyFu/K9uaDrvBEVb669UReuWIMXeIivaKmg0dE3nP6EGwWg/eXBy/rakaQX7h0NOMH6oESZRVu7/IA7yzeS16JgxKPjU+8De4cHsefhsZy+cBoJnaNIM4z6OiqQTEo4K/rAy/m+4tdHFMS/Ib2zMXH0t8jGF5ZsDMg1SI9r5STjg7szq5spn/wSMOs7Cq7HWQG8aF1utzsyS7mT1MG8d0dJwGQXVbJH9WtWO7JY+waHXjpfG5cAqlrXqlTu2qyzyoodVZJKwCIsFpxK3j716rHV3SElelTjgoawZswqDPTxveloFTvY4fL7T2WoiOs3hs1wJkjenD8gJqtHawWg55+D6Nm78DslQe8YhjgfxvSue2jtZz43M/kl1ZQ4nARHWH1+jO/c50WSAO6xPLSZaO9y829e3KAkI6NCPxNZgTZPwL73cZ0bnpvDcd4cpv9cSmFqSnsVgsdYiJ48sKRJPn9zqPibVzU3ycszu0bxem9qj5wR9sMcsrcHLFFM8AV+FBlGEa1xUJAP/xtO+R7iLjyneX8e/FePvQrT13udPGHWauYs/EQs1cdYN2BvGCrCsAUldXRNT6SxGg7My8/zjvt+AGdOOOY6qOC/iRG24OO8diRUUhZhZs/TTmKv/5OR4Tr4m4SbGzCCUfp68EdH68L6nf9f19vJspu4dreBm9M7MA9x8Rz9VExZJa5eWydb9v+a4c+728cHMMr4xOrrAdgVJ8ORNosfHzTRO7wi2ya7YqPsgdEjc2gxYheCZzhGShYUsO9xowgm0wZ0pWP/jiBm6boMQW3ewIcEHwMTWmFK+B8/mV7ZkAEGXSqV5Hfg8GYzhFVKm42BUd1jfOmZlXGbF3SAB1FN7dJWSM7ujQUEchNSG6xIyyRxebik1X7GffkfF6ctyPo5098t5XxTy/ge09VLrvN4s2F8s+zPFLs4L5PN4SlSpFpRfXTvSd7u33f+GU3jwWxqGoszK4vgD9/oaPI87dmcNYrC3nk601Bl0nPK+W81xcxZ+Mhb57wI19t5up/r+CUl37F6XLz8vyd9O4QzbG9fRd38/gxb8KGoSvW7cspCVqAwLxZdYixe4VnicPJpx6/yqcuHIlSWpybvrbRVugYaeGhUfFEVIou3TEijj4xVo74dY2Vu3T0oroiGd3io/jHNTp/7R+/7uGWD9ey43AhLk+7j+mdwKg+id4IlGEYxPuJjMoFHUxKHa6QBnmYOdz3eiJEqZUE8/bDBfzhv6txON0M7BJLV0+uYFYlgfynJXk8ucHjEBEVeOmszw3JJ/Kq/oaCsooqaQVAFfss/wed2ujXKZbsonIyCsood7oDqmSdP1rnW65+5DQSPes0C0iseeQ077Hz1IW+1A3/gXMms5am8tScbYC2+DMr3jndigvf1AOwfth0iOcuGcX3d072poUAATfX/p183cJTh3atsn3t3hQLve3255Rw+0fr+GlbBqUVLn7cElgZ0OnyRZAbSozN8Hbdx7nr1rvRoZI/sHn4vrtkL6nZxWQWlDFvSwYFZU7u8IinS/6+tNb11uYmEmW3suGxM7jQk05TVxKCCOS8Egcv/7gTq8Xg4rG9vb+tLqLHjNSaTBjYiSuO7+t1/LjpvdWc+OwC78M7aBu4C4/rzaAY3zFx54hY+sVa+Ty1lELP9xdWKAbEWfldv2jO6xtFj2gLz+wL9FfuGh/JjqfOZuIgnSY164bjSerfkaO66rQS/4I+2w4VcMuHa+iZGMXYfh2J8Ty0VfYi96fc6aoySPLEo7t4Re+UIV29hTQqu/bsySrivWX7iI2w8sKloxnUNZaEaLvHpcS3Tv8iIP1jrdw/MjRHlqZkdJ9EXrxsNH+7ZBQAkZ7fX7lIS0tDBHITkVlQxtgn5/O3udubuyn1oqzCxYNfbCKn2EHKzswqn6/Yk8OsSpW17FbDOwDB/wJ+9yfr+WJtGt9Uyhd2ON28vmCXN9exNvxzv47uFheQTxbq6PZwYOZeDvfLD163P4/thwv5wC8ytD+nhKMf/p7zX1/Mic/9zOaDBdz20VomP/8L57y6iJ93+Lbr5vQCCsqc3HXq4IBBHKag8Lf9OsFzcT/+6Z+qtO1ISQU2i45qDeoSh2HAj1sy2OApOGJusyW7c3jme31sRtdyVegcZfHaugHMT9cRw3kdj6puEYb1SODWZN/n2w4VcOfsdThcbo7qEsc3t01ixcM+O6HZf5rofV25oAPAU99tZfijc7nlg7V8sqpqCWYT/9z3Cz25usv35AbM8+g3W7ylrZMGdKJTbAQGVQXy6hz9sHH1UdH0aeCgF8A7Et3pVpRVuNiS7jtmC8oqguYBV47OmTn+oXCKx5t0wjMLKCxzBty4/3LOcBb9eWpAJHne3VN478bxdI6L5PQROlp2zrE9vZ/fccrRLH5wKj/cNZmx/TpweZKOCpupKmfMXBjw/WYkv9jhwmoxGNErIeBz/98bZbdwa/JR3HXqYP4ZpBvezHN0utxkF5Vzv6dSmcn099d4ByKCHlxZw1ioOhFtNdhZoM/5aFU3gew/4v9UP6/YrMJykl9MYfwzC7w+vMEeQKrD4dQDt566cCQp9yfz070n16ldtZEYbfP6coP25j3uifks2J7Jg2cNpW+nGG9az6nDu1W3mirERdq8KVUA/7nheGIjbcy6Ybw3Fzk9v4wRj87jb3O3U1hWQX5pRZVIpcUwePDYeNzAwRIXJU433x4o8yZU2CwGy8/rxgVHggd3TJKHduPzW070CtgO0XYOHCnB6XKTsiMLpbRFXpTdSpQndSLY2ArQg/vmbj5cqyf0w+cMxzD0da7c6fJes8xr0oNnD6NjbAQTB3X23vMS/I6jGM8AxXi7wa/ndKVHPS3dGhPDMLh0XB/vdjWvPS3d6k0EchNhGvB/tiatmVtSd5RSAU4KuUVVu9DMCmyj+yR6xZvdavF2BZknvdutvCf+cz9sD4gOfr/pEC/N3xlgbVMdv2UVMem5nwG4y9M15p/3t+1QAV+uTQu4STYWh/LLiLZbvZFHf8yc6PlbM5jywi843YpNHvE+YaCve3froQIcTl/qg+n/ekqlm83TF41k0Z+ncrafUJnmV8qzsmtFXomDDjG6yy0xxs7Q7vF84vGlfuaiY+kY68v3Nant+hpp8VXOA58H6Ut7f6xxuRtP8nlj3v3Jeq9DwlHdYqtECI/plcjeZ88hPtJWZfAcwHKPNdLcLYd58ItNVUowm5hdog+dPYxeHfS+mPlToM2S/43/6G5x2K0WOtkhs5Lv89AEGyd2i+CpsYlh6cI0Uyxyix0M+7+5nPvaYjILyzxtcgbcBE38ewkeOHOod6R9KAztER9QdMT/xm2zWrzuISaDusZ5B539zRPx9XdnMAyDPh1jGN4zgS9vncTzl45m2vi+bD9cEJA37j8oB2C6n2WdP/6ixzAMuiVEcc/pQ7xi2B+bVyArnp6zjZWpvoceMzXDvzhN5ahbQ+jq13tQU+XEYJgPCZE2C29fM47Pbz6BlPuTqzgcXDSmN706RJMQZeO8EPaxw+nm+AEduXpifwZ0ifUOrAsXZoqFUoqXftzB6Cd85/q1JwwAoG+nGBY+MLVOD22Ad7AoEGAPNtczwMvk7ym/8eR3W3E43UEfHuPs+nw6VOLm3pX6Gru3qGECbHTfDuSVVJBVVM6afbkM6BzDSE+PXje/ao7BBqHP+HIjTrfy3hurIzbSRv9OMWw7VMBV/1rB4L/8QFZhuTdyfe6xgW4a/TvHBKQfje2sz8nYelbLaw58AlkiyAJQ7OkicjjdrNt/pMau4S3p+QF5fE2NUop9OcVsTS/A7VbszS72uh2M6dfBW0nLH1Mv/Ou6JDp7KjS5/QzNzYFIP1bKKTNLJ4O2AoPQKjaZUcU+HaO9puTH9Erki1tO9HbP3fvpBqb9a3nAcpkFZZz28q98uyE8bhe/7Mhk1tJURvZO8HZZd4mLYEy/DpwwqLNXNN/xcWCUYfyATnzypxM4zU8AP3jWMN7xRMu+XHuQod3jAyJ6oHPiKguZo/xcCiY//0vAxfpIcUVAhGaMnyfuuP4dGdQlrkrOb1wtAtnuV24XINVzE5pQVPPDX2W/TJOju8UHnW4YBkN7xPPB8v2k7AjstSgpd9G3U7R3MNmBIFFmp8vtzfecMKgzNqvFa1jvP0I+WPd0TgV8tKfUe56WuRSrcypYlRU+iy7z4dFMQwA9UPKHTYfYdDA/qAh46JxhPHzOMH59IJlbTq4+Yl8d/lHb6IjQI03REdYqEd9gjO7TAbfyDRqdOrQrd1cSyFeMr2oDBVSbvxgMM3Xr09UH+GrdwYDzaMbZwwCfHSJ4rkW1DEYLlaP8PJOzLHUbFPz/7J13eBzV9b/f2a7eLcmWZUnuXe4N23Klm4BNCdWQYAiE+qOZFge+BAgJIYQkQBx6IAZMDaYZLFfAuBv3JtuyJdmyilV2V1vm98fujGdXu9KutJIlc9/n4cGSpty5c2fm3HM/55ybJ/ekX0Yc6x6ejlGvY2ROMjmpMTw9Z4jPdo97pSzdkqL5alsZU/9UGDCFG3je13aXG5Oh7TyH8RaPgXy81s7fvj018VjzwFQfjWx2SnTIWSwUbtXocP153hvMpfCutyR9/8zG7wzFQLx+VSVfHPFMJPvEh5ZyLhhKMOpjn25n6Y5jDNNkoog2GdT2LdHEVdTZnfzqtR/VIMPbm7g+hf6Z8Xyz45gaCHve8yspr7X7rMIqKzMPndffZ1VxaLKR+wbHsnBCUuMDd1Dio4wM7Z5IdJhjpb0RBnI7oUS61tqdXPyPNeTOXxI0kOz851cx5slv1Lr27c1bPxxi8jOFnPf8SvIeXMKCTz3e4z/OHsLkPmnYHO5GRkVptQ29TiIp2qS+IG1O96llZK/R+8lmT3GD1Q9MRZI8QR4KSsL0UJZdFFnDwutG+mg1R/RIUvN8Auz3K1/7z+X72Husltvf2dhqPbjd6eL6Vz0FO2YMSFcN0QWzBvLhLRNIjDZS3+Dik81HVV3e3TP68N38qbz5a080800aI+c3BT0Z0SNJLeygzf7QFAO7JrD9sbNVqcXlL33HQx9u5bpX1vJjUYWaNg3gnpl9mTcpj1+O7k6f9FiSYkyqwTKxdypbFsxUjY9gmHQSDW6Zf+2qY315A+/sr2dcmolEV9M5Lf3zZYJH39qUYXSh17t0y382qN5V8DxHE3qmct85niwE/vlw3W6ZiX9cxm/f9hifSqqz84d4jqfN+tFUerIj9Z77VlLvGZOOCIYQGAKUf/1gwxF1yTZQv3SJszBvUk96pMQ0m30gEDdP6slZvVJ54Nx+XDoisKHaGpQcuNYGFwavjEKnk3jt+lHqNtGmwEZLOAayYiCsO1hJTko0z10xjNum9uLZy4ZiMeo5Z2CGT0EO/+pyraG64dQguMQaODg2GGPzUvjizknE+enLp/Ttohr25w7KUGMMzAZPOeb95XXMemFVo4wu/yzcR+78JdTZnT6a8kiTEGWk9KSNYydPPePdk6N8NOQtJVDuZYVZQ7uqK22KJCXGpGd8z8Z5qh1+7/PZPSz8c3zT2VGaQymK9PlPpaTEmPh/M32940O9eYrv+O8maryZSNYfrOSbnZ4J/aMXDODumX2bPU/35GifvM/Ha+ws+vGwz2RDGb4jejQ2hG/pF8ugpJYXA2lveqZ5ZHVj8lqWIrO9aN30ShASJdVWn8pnCtVWBztLazh4oo7c1BgOV1jVClayDMMf/5o1D0yNyEsoHJZsKcGgk8hLi2F3WS0rvanUhmUnUrXLY1hYNanCHC43X28vo19GHEa9juHZSazcU05ytEktYuD0RurvP17H2LxkuiVG0TUhitfWFHHn9D5UWx0UeRPXh1JpSvlQ+JdFBc9Ltaq+gUcDBOpt0Xishz3+NZt/N7PJ89idLhb9eJgrR2c3Suh+3/unSo3eODGP4zV2fjkmW813GWP2BHi8tvqUZMR/uXlUTjJ3z+jD/7Z4PNqSJPHv60Zx17ub1OIJoRBtMvDkJYMp+FMhGw5VseGQpmyvJn1ZSqyZB8/r77OvMsFIiDIGDAzzx6SHrZVOtlaemtzcOyi0Mbr3iXPRSRI3vP4jOSkxzVZpum58DgO6xnPpi9/x7Y5jXOHVZdY3uIg2GdQxWGs/JZNYsrWE//xwkBJNgn/lujK9musrXv6e/l3jGZ6dRJXVwaBu8fz9yuHq9vPzJJ7cL3PWkuOMTjUS783iMbNr0+0NB/9FpEtHZPlIsIJ53FtDUoyJt349JuLHVVACl259ewNOt4xJ7/m5oG8X/jtvLJ9vLQlqqAYqzxwMo2ZyMSY3hVizgf+nMURizAbq7C5+OlKNw1uSO1IG8vW9o9lS4eCFpX8jOb3pbB/hcPPkngzuluCTL1fRnKbEmDhR18D6g5VM7pPm8Ro73bzkzZaz91it2vdtgTJ50eZZ1mbEaC1jcpODFgZRVtFunJTHwK7x/HJMdkAv9YhU3wDI2TlR9Ixr3TM0oecpA+7p2UMaBRVmJ0eTlxbD/uN1bC2upntyNNe+shaAt341hgm9QjMAtTElX945ibOfW4Hd6fa5zoXXjeLLbaUhVyoUtB5hIIeAtcHFp1uOcsmwbk1WvQnGs97SkmlxZj66dQKvryni5RX7OVRRz6Uvfuez7Y7HzvH5efIzy1j9wNQmZ9mhsv5gBcdr7HRLjFYr9PhTXmvn+wMnuG1qb351Vi5T/1TICa8nO9psUL2An28t4VJvxZyXlu9jz7FaNafl7dN6M61/FwZnJbDxkGfJ6Jp/r2Xu+Bz2H6/j+gk5gOcjV1Xv4OCJOm5681TlPW3FpjV7y3l1TRG/OitXjTSGU16/YCmVrh2Xw8ebjlKiCeSrtTvZfLhKNUSqrQ4cLndAjaPCm98d5P8+24EEXOPV2ikoQYZDshJUzWQXTaBgVlIUZTU2dXLgL5dQuH1abx/DOSnGxGvXjw7apmBkJ0djMugaJdhvbiXC7DVMQl2CXlbS2FPcJyG0V4ny/IRzfcOzkzDqJQ569cQOl5tau5M4i4FYrxGpTcX03NLdPgUptFregr5p3D6tN89/s4f95XWqDvq6cTn0SDn1kZrXXaJItvDOAStry08Z37/Ma5zftqX0TItlev8uXDW2B+U1dub4GcjaCmWdBUW2ofS/WWP0js1L8XmG/ZEkid8U9FRXQpoi1mzApPd4V9MD5D6PMes5UmX1Mej8swm0lIwoPe8UJMMXrc/C488Ev5SHyirj6zeM5oK/raK4sh6Hy801//6hUbBpOB74cCnxk/w9d3m+T4q81rLopnFB//bExYMo6JvW7Pgx6SSKLs2g3unms2Ibo1Nbb0imxJopeup83G454IqNJEncMa03d/x3E1cu/MHnb4O7hR6rcNnI7mQkWJjcx5OxJTXWRHltg0/mkF5dYunVpXm5hiByCIlFCHywsZj73t/CwhCCxwKxzKtFWnnfFLolRqkeAn/jGGCHN9H+SO8yisMls66oskXn1fLTkWpm//M7bn5rAxe+sCrosvK3O44hy3D2wHQSoow+Rl2syaAay/e+v4WPNx3hQHkdX2wrZXh2ohrprtdJDPEm/s9LOxUs8tqaIhpcbnp7ix9cPdZT4vSpz3eqgQyT+6RxoLyOkmor7647zJULf+Dr7WVc+++1PsviypJ6U2VN+2fGqd5op8vNwpX7cbpl5ozIUoNYtC+g/cdreebLnaoWGk4Z64f8gt/+qMlG8usgQUe5qTHeFGoNTOvXhS/vnBhwu0ih00k+BSKU0qAzBzQu+qBFm8g+FJTE+9sv7sIgbwWynnFt573S6yS6J0Vz8EQda/aVc82/PR+i1DizuoJQa3did7q4+c317C6rZUxuMnPH5/DuTeP4WhPRb9Dr1HRvCnmpMY3ywUqSxJMjE7hjgG8VqkgGwkSZ9Cy8bhRT+nbh0pHdvUFvUUiSp1TxVWNDz2LQUchK9J1AhLvsf/85/dTAwKaQJEmNdUiLbaypc7EAACAASURBVGwIBZo4D+oW2CnQkVk0bxzv3TyOfhlxmPQ6vt9fwQ/7KxoZx69eP4qXr2mc7SNS/OqsXDVYDEAmglqjZkiMNqnOmFCINui4NCc6YppzoEk5k783e1xeCi9ePVxNlxjq8Qv6dlEN6pY4SASRRxjIzVCp8b499flOfvPWep968c1xz3ubKa+18+gFA9QHyX8pTJv+6pJ/eHJe3jy5J6sfmAqgaptais3halSCdOHKA6zeW656KGpsDuobnLyy+gDdEqPUClda3We0Wc8NE3JULdgd/93ELf/ZQHGlNWgAT0KUsVG6ot5e41T5iGkLN9wxvTdV9Q7GPfmtKmHokeLRZ23SBN3UNng0d00ZdRaDXtX+/mHJTp5buocJvVIY0SOJ307xzMS13tX7F2/h78v28ct/fa8GuinLvv9aeYBPNx9VCxMoBv26h6f7RGH7XuepQJLslOhm5QSR4Aavd37RvLGcMyiDtQ9OaxTo4o9yTf66yGC8NjGJdRemEW3Q8dbkZD6fkUJ0hLxzwchOieanIyf5+7K9qnGQnRyNXicRY9Kz6XAVo/5vKV94899ePbYHC2YNZHRuMulByskCLLungG/vKQjqfbtrYBwH5qQzJcOMBGTFtG1Qydd3TWb7789hwyMzAuosOzrZKdF8oZkImsOQTYTLXd6Jjn/QKsAlwxvn+x0ZQLvZ0RnQNZ5ROckY9DrOH5JJ4c5jHCj3eOdne2Mt5p/bjyl9u4QVdBkuPdNi+ftVw9nx2Dnce3ZfLhgS+J33c0T5Bg3tnsjGR2bwzryxnDMo9OwygeiMk7kzkZ+9xEKWZU9lGk2+XkWrtqPkJOf+daXP9p//VMq4nilqapvmWLbzGHFmg483KMkvWfxVY3tw3zn9GPS7L1VtbXZKtGpABqr/HioNTjcfbfQExp09MJ2zB2Zw97ub1VRXcRYDNofLp5DHTZPz1JlsldfDatBJagWqZy/LV9P8KFkC/LVZWn4/ayBn9Url1rc9wUc9vQay4v2trG8gLc7Mq3NHMahbAhnxFkq9S3of3DKe3l1iyX/sa/76zR56psXSPTma4zX2ZoPYLEY9NqeLJz7bziurDzCwazxv/WoMkiQxxCsxmfmXFXx06wQyEyxqBDHAnrJaspKjWHvg1O9ue2cj5w3O4B9XjaC+wcmonKSgsgnwfNyuGduDN78/SHV96yY5oXLNuBwuH5WtvrS7NGEcKih9Haq2LdqgI9r75kg06Ug0tf08Ozs5msJdxzlUUc/0/uncOb03A72Tsmizwacs7bi8FCb1btoLObF3Kiv3lJObGtPkduDxVr46MQm3LKNr4wpVbWnktBfafOSZbVj6/bKR3RnZIyngPezVJY77zunLM1/uYnC3BOItxpCehY7MOYMy+HDjER75eBtJ0UbuO6cvvbrE+qRPbGuiTHpunSKW+bUoK5s5KdE+AdGt5a9X5DdbIVHQtvysDeQ3vyvi959ux6jX8b/bz+KzLSX87ds9vHj1CKb1T2eZX2qp5fcWMPmZQv6wZEdAA/mjjUewOlxcPrI7Mp6l4Qanm9kjsnwi+Ad1i+fNX41mSFaij+eqT3osGw5V8faNY+iTHqdmivDPbRsMa4MLo15ic3E1g7slcKiijm92HOPJzz1ygN/PGoRblkmNNatecH/jOzc1Ri0DC56sB898uUtN0waQEG3k9mm9+WzLUfZ5s0TkpAQ3kE0Gj/djfM8ZlNXYVMNfMS6LyusY2DVBnTV/dOsEvt5RxlWjs9WlravHZPP6dwd5dXURI3OS+GDDkWb7I8qk9yR2X+mRxlTVO1TDPy8tVtWivrxiH6XVNmTZ483/R+E+znv+1MTIoJPU61+ytZScBz4D8EktFYxRucm8+f1BNVixPQhVKqEwe3gWn24uUT1SHRFt6rruyVE+HpakaKOaH/iRCwbwqxAMhlfmjmq2+pg/bW0cnylo32mT+4ReNKIlaCVc/txS0ItbCs4cY05bkv3yUdmkx1v4TUH4qf4EkWXGgAwuyj/Ow+cPiOhxL8pvWdVDQeT4WRvIX+84hl4nYXW4mPbn5ervf/X6Ov517UjW7D1Bt8QohmQlMGtoV3qkxHDxsG58uPEI5/51JfEWA/nZicw/tz8VdQ3cuWgTAPM/2EpanJnp/dOpsTsbBYdIksTEAB6uf183iuO1dvp4Nbp6byaJN78/yLieKfTPjGd/uSc/8a1TeqkfeL1OYvnu49z4+rqgkcAA6fFmJEli3cPTcbrcNLjcrNxTrgbI/XHOEC7z03oFm8HePaMPY3KTucobmBCKbjApxuQzwx7aPUE1PrVGXUaChWu8+mSF3180iB+LKtl3vJbXvysCPMEbTZ7Pz1M/Otc3qOTuGX34ensZP+yvULXV10/I5R+F+3y2++fVI5gxIJ3nv9nDs1+fKjJx5ZjmNaLT+3fh7IHpzD+3f7Pbni4GdUtg3cPTm9/wNHLl6B58uPEIZw/MaDQ2Xr5mJPPeXMc9M/s20hIHw6jX0cFTcHZaJEniv/PG0iXOHLHMEQLPitvTswfzyqqikCaBgvYh1mzgr1c0LWMTdE5+Vgay2y3z/oZi+mXE8d8fD7Ni93HOH5KpRrIDrLp/Cuc8t5I/frGTPcdquX5CDr+7cKD691un9GLT4SpVWrD96EkuHNK1kcb3eI2dd9Z6imvsLmu6ko6CvwEJ8N5N4zj7uRXc/JZvoYmclBheWLaXOIuBF64cxnXe1DK9u8Sy55hvVbHLRmZx48Q8n4hag16HQa/j7IEZHHjyvKDRtk3pIMf3TOGvV+Rz7qDMsL2W4ElNNr5XKit2H/fxUAcjKcaoVuH7fzP6cNWYHk1uf8nwbuw/Xsumw1Xce3ZfNXBQS0KUgR0lHuP4jRtGkxZnZu8T5zL1z8vJSori6dlDVI2j4vkel5fCO/PGNjpWsGt8qQ2DZ34uDM5KYOfj5wb8W05qDF/dFdnSuoLW0VS2AUHLuXxUNpeP6nzBmwJBZ+RnZSDvKD3pk7sWPDq2Gyfm8Yu/r+Y3BT3JSorm3EEZarolfwOxV5dYvrprEu+vL2ZLcRXvrD3sYxw/dclgHvhgK69eP4pYs4FLX/xO1fG2hJRYM7mpMZR7yzs/eF4//rBkp6rnBRj9xDfqv7++ezJr9pUz/4OtvHzNSPYdr+WcgRlNRuE2lYomLc7M4t+M80m9pt2vtctAtxT0ZMXu4z5Vr4KhTV92yYjm5QAWo56HL2h62Usb7d7N6y036HWsuG9Ko20VE35Kv+a95QKBQCAQCDovPysDeWDXBH59Vq6aru3Plw5lslcaUPTU+ep2j100iFiLAZNBF1BnatTr+OXobLolRvHO2sMYdBLZydHMyu/KFaOzGd4jid5dYlWjVsn60FJyUmL4saiSs3qlMm9ST46dtKvXoORLBE8ULXiM+uX3egy8vhmBy/iGw4gekct36U84niYlJduLVw/3SWfWGrSBac0dc/bwbrjdclgFPAQCgUAgEHQ+flYGMsDDFwyg3uHi7R8ONSrbqRBl0vvIKoIxqU8aS26fSGK00afanaIhToszs+nRGSFVJ2uKmQM9Hu1h3hLE95zdl6ykKIb3SCI7OZp/Lt/HlaOzm0xn1ZHpnxlPfvfm09ooQVJpcZFLl/bbKb35ZscxJvdJC1idSUtitIkbJwXOeSwQCAQCgeDM4WdnIAPcNb0PZdU2zh/SulyFQND8vwqJ0a1P+zK1XxdemTtSlXtYjHrmTjgVpNGRA8BC4fM7QiugMaBrPDtLa3wygrSW7JRovn9wGnqRoUAgEAgEAoGXiBnIkiSdA/wV0AMLZVl+KlLHjjRpcWb+PXfU6W5GyOh1ElP7NV0N7efA//1iEJP7pEU8iXpTpaYFAoFAIBD8/IiIZSBJkh74O3AuMAD4pSRJkU0KKPjZE20yiNyQAoFAIBAI2pxIuc5GA3tlWd4vy3ID8F/goggdWyAQCAQCgUAgaDckWQ6vmlTAg0jSHOAcWZZ/7f35GmCMLMu/9dtuHjDP+2NfYFerTy4QCAQCgUAgEIRGD1mWm83XGikNcqAIp0aWtyzLLwMvR+icAoFAIBAIBAJBxImUxKIY0NYozgKORujYAoFAIBAIBAJBuxEpA/lHoLckSbmSJJmAK4BPInRsgUAgEAgEAoGg3YiIxEKWZackSb8FvsST5u0VWZa3ReLYAoFAIBAIBAJBexKRID2BQCAQCAQCgeBMQVRIEAgEAoFAIBAINAgDWSAQCAQCgUAg0CAMZIFAIBAIBAKBQIMwkAUCgUAgEAgEAg3CQBYIBAKBQCAQCDQIA1kgEAgEAoFAINAgDGSBQCAQCAQCgUCDMJAFAoFAIBAIBAINwkAWCAQCgUAgEAg0CANZIBAIBAKBQCDQIAxkgUAgEAgEAoFAgzCQBQKBQCAQCAQCDcJAFggEAoFAIBAINAgDWSAQCAQCgUAg0GA4XSdOTU2Vc3Jy2v28dXV1xMTEtPt5OzOiz8Kj0/dXXR24XOHvV1EBJhN07dqCU3awPmtJH7Ti+sOlw/VXB6fJ/joN470z0OHHWEufUWiT+9bu/XUGjNvTNcbWr19fLstyWnPbnTYDOScnh3Xr1rX7eQsLCykoKGj383ZmRJ+FR6fvry++gLRm3x2NeeAB6NYNXnst7F07XJ+1pA9acf3h0uH6q4PTZH+dhvHeGejwY6ylz+iECVBUFPH71u79dQaM29M1xiRJOhjKdkJiIRAIBAKBQCAQaGjWQJYk6RVJko5JkvRTkL9LkiQ9L0nSXkmStkiSNDzyzRQIBAKBQCAQCNqHUDzIrwHnNPH3c4He3v/mAf9sfbMEAoFAIBAIBILTQ7MaZFmWV0iSlNPEJhcBb8iyLAPfS5KUKElSpizLJeE2xuFwUFxcjM1mC3fXkElISGDHjh1tdvwzkZb0mcViISsrC6PR2EatErQV1XV11EtSWPtEmc0ktlF72huXy8WxigoIsw+6yDL6NmqToO2QZZnS8vKw9jEaDKS2UXsEzVNfX091mM+oQa+nBYrdDktNfT21YY5bs9FIchu150wkEkF63YDDmp+Lvb8L20AuLi4mLi6OnJwcpDA/TqFSU1NDXFxcmxz7TCXcPpNlmRMnTlBcXExubm4btkwQaYqKiuh9+eU4w4yO1ul0bBg1iqFA2YYN1Bw+TK+LLmqbRrYx1157LW+//XbY+12TkcEbWVlt0CJBWzL/1Vd5+r33wt7vvcGDmdOtW8C/Fd5zD30vvZTMMWNa27wW46ivZ8Pf/saY++8/Leff+/HHbHvjDS5avBiAb26/nQFXXdXqPpFlmZ49e1JaWhr2vq8NGMB1wOHSUvbdey8FzzzTqracLiorK+l25ZVY7faQ90nGIwX49fDhTPEbt59efjnWEyeY9f77WBITsVVW8smcOQy58Ub6XXEFAPbqaj6ePRu30+mz79TnnqNLfn5rL6lDEgkDOZAlKwfcUJLm4ZFhkJ6eTmFhoc/fExISSElJoba2NgLNCozL5aKmpqbNjn8m0pI+M5lMVFVVNbrHPwdqa2s77XVv374dp8vFLy64gNwQ0zAeLSlh0eLFfDV2LJX5+Zz44APqdu6kOCEh5PN2pD7btm0b3TIzuWz27JD3WfT++/yUmEhhQQG0w3V0pP7qDDTVX+uPHSMhPp4brr02pGPZbTb+sXAhhQMGkBrkfq/7858pqaoi02pteaNbifXgQQ6+/TbWFhqkrR1jRz78kJIPPlCPsfFvf6PCYCCtlX3icrkoLS1l3KhRjA312mSZv/z97yzv1YsefftSsn07R/70Jzj//Fa1RUt7PpNHjx7Fardz9rRpDOjfP6R9nFu3kr18OUuHDUM66yyfcXto/XrMXbtS+L//YcnKwnroEEc3bMD+0UeUZmQAUL9nD7U6HT3uu0/dr/Tdd1n18cckV1W16Do6+nssEgZyMdBd83MWcDTQhrIsvwy8DDBy5EjZP73Hjh07iI+Pj0CTgiM8yOHT0j6zWCwMGzasDVrUsenw6ZGaICoqCoAbp0/nvLPOCmmfNZs3s2jxYoauWEFBVRVbJ02iaO/esPqgI/VZYmIiiW43z86dG/I+a1euxHzoEAWFhSLNWwekqf56WZLokpgY8v2urq3lHwsX0nPDBgosloD3ex2Qm5fH2NN4jw4tW8YJi6XF46S1Y2zFF19QAkw66yx0BgPrgD59+zK0lX3i9Howz+3Xj0fCeEb/+s9/krV1KwXDhrF2/36OQESfofZ8Jvfv3w/AlRMncu0FF4S0z9cLF7J5+XIGfP89BU6nOm5lWeZwYiIpubmMGDqUtMGDObZpE0e7dKFrly7qNe23WokbNYqJ552nHnPdrl1Ep6Ux4DSNsbYmEmnePgGu9WazGAtUt0R/LBAITj+eUALCkjgp2yrLRk6bjbqSzvsKkGU5bImXJEmBl80EHR6X240ujPutbNuCEg3tSl1JCa42jOdpDqfNhqTT4dR4jJX3S2toyTsKPLrxBre71efvCLSkD+xeL6//HXDabOjNZoxRUTi948Vps2FJSvIZP3UlJcR4vckKBs0+ZyKhpHl7B/gO6CtJUrEkSb+SJOlmSZJu9m6yBNgP7AX+BdzSZq3thBQVFTFo0KBWH+eTTz7hqaeeAuCjjz5i+/bt6t8KCgoCFl1Zt24dt99+e1jnaWhoYN68efTp04d+/fqx2KsfE/w8aJWB7N3XabUKA1nQaXC73ej1oYdXKtu6I2DstSW1JSWn1XhxeY0sbRvcDQ2tPq76jgpzP5PRSEMHv2eh0pL3tK2y0rOv3+9dNhuGqCj0FotqEDttNsxJST6Tm7rSUmIyM332NVgsPtucaYSSxeKXzfxdBm6NWIs6OE6nE4Oh/QsQzpo1i1mzZgEeA/mCCy5gwIABTe4zcuRIRo4cGdZ5nnjiCbp06cLu3btxu91UKKU5BT8LWuPhUfZ02WzUdnIDuT33E5xeWuxB7uD3u+40G8gOqxVzYqJPGyLRnpY+ZyaNBzncIOSORkv6wFZZSS2ebDtanDYbBovFx9h1Wq1Y/O5dXUkJ3SdP9tnXYLFQf/x4+BfQSRCV9Px44403GDJkCEOHDuWaa64BYO7cudx9991MmTKF+++/n7Vr1zJ+/HiGDRvG+PHj2bVrF+AJ7hk9ejT5+fkMGTKEPXv2AJ6gghtvvJGBAwcyc+ZMrH4zLpfLRV5eHrIsU1VVhU6nY8WKFQBMnDiRvXv38tprr/Hb3/6WNWvW8Mknn3DvvfeSn5/Pvn37AHjvvfcYPXo0ffr0YeXKlYBH33OBV5+0YMECbrjhBgoKCsjLy+P5558PeP2vvPIK8+fPBzyZCVJTU9U++M1vfsOUKVPIy8tj+fLl3HDDDfTv35+5YejABB2bSEgsaoqLcdTW0tCGwbZtiSzLYXuntB5kWZY5+v33HF6xAnt1tbqNraqKmiNHItZOQeuRZRlzXV2zHmRrdTUOr7GgepCDbFtTXAxA1d69HF6xguJVq3CfBoOsrrQUR01NWJPVqn37OLxiBXVlZa0+v8tmw5yYyJGVKzns/Z5F0kAOd5XHZDTi8O7r6sQGsquhgfIffyQXaDh4kPoQA+TsVVXUcuo9XX3woGd8rliB3mJBb7Go90e5dxU7dyK73chuNyU//NBIYqH1Op+JtL8rNETuvPNONm3aFNFj5ufn8/jjjwf9+7Zt23jiiSdYvXo1qampPt7T3bt3s3TpUvR6PSdPnmTFihUYDAaWLl3Kgw8+yOLFi3nxxRe54447uOqqq2hoaMDlclFWVsaePXt45513+Ne//sVll13G4sWLufrqq9Vj6/V6+vTpw/bt2zlw4AAjRoxg5cqVjBkzhuLiYnr16sWqVasAGD9+PLNmzeKCCy5gzpw56jGcTidr165lyZIl/P73v2fp0qWNrm/nzp0sW7aMmpoa+vbty29+8xufPMVV3gftkUceobCwkJ49e/LCCy8QHR0NeFLLfPvtt3zyySdceOGFrF69moULFzJq1Cg2bdpE/hma6uXnRIsMZGVf7/+PfvcdKQMHYquowBQbG9kGtgMtklhwymCynjjB/664gpSBA+kxfToj77oLgNWPPsqBzz/n196Js+D0U11UxIjNm9nVt2+T26176y0yBgyg95QpzXqQVz/6KN0LCjDFx7P3o48o+uorLnjnHdIGD454+5vCeuIEfebMYc2CBcx86aWQ9vnqppswxcaS2KsXhBj8FQynzcagG26gdN06WLeOnrNmYTtxolXHhMhokDuzB/nImjX89Ic/MAioX7OGTXo94+fNa3Y/2eWigVPSoOX33IM5IQFTfDwDrrqKit27fTTIcd27Yz95kvLt29EZDNQUFxPXvbvPMQ1RUWe0xEJ4kDV8++23zJkzR/WaJiefSql96aWXqp6D6upqLr30UgYNGsRdd93Ftm3bABg3bhx/+MMfePrppzl48KCaESA3N1c1HkeMGEFRUVGjc0+cOJEVK1awYsUK5s+fz6pVq/jxxx8ZNWpUSG2/5JJLmjw+wPnnn4/ZbCY1NZUuXbpQ5uclcDqdFBcXM2HCBDZs2MC4ceO455571L9feOGFSJLE4MGDSU9PZ/Dgweh0OgYOHBj0nILOSTifHv8Pld5sJqV//04dvNESDbKC02qlS34+I++6y0eLba+qoubQoYi1UdB6lI+7sZn7XXv8OE5vzlmdzvPZDKZBdlqtzHjpJaY+9xxTnn2WrIkTT4sR4bLZGH7HHWHFAzjr6xl+550Raa/LZqPf5Zcz5dlnmfLss0z729+ojuB3oiUeZEWDrBjIrghootsbp9VKl4kT+RSIGTNGHZch7Qvg7QNHfT0THn+cKc8+S++LL8bgp0E2xcfT74orPFKd+nryzjsPvcnkczyDxut8JtJhPcjPPfdcmxy3qXy+TXmOYmJi1H8/8sgjTJkyhQ8//JCioiI1TcmVV17JmDFj+Oyzzzj77LNZuHAheXl5mM1mdV+9Xt9IYgEeA/nFF1/k6NGjPPbYYzzzzDMUFhYyadKkkK5LOYder1fT4ATbJth2KSkpREdHc/HFFwOeScG///3vRvvrdDqfY+l0uqDnFHQuIhGkJ7tcGGNjO+3SW2slFi6bDb3FQnRGBnXaYgZtVPxI0HKUMRrdjEexrrxcNUQkSUKSpKBZLBRNp8LpMiKcNhvxOTlhySVcdjvmhATPNbT2/FYrek0/xHbrRm0EJEatCtLz3kOn00lcdjZ1paXEZ2e3uk3tictmQ+c1VHVGI84wpGxOPEGpynEMXice0EiDbLBYiM3MpK6kBGNMjM+2Pvt00vd8KAgPsoZp06bx7rvvcsK7DBQsQK26uppu3ko0r2lyYO7fv5+8vDxuv/12Zs2axZYtW0I+95gxY1izZg06nQ6LxUJ+fj4vvfQSEydObLRtXFxcmxQ7kSSJCy+8UE3c/c033zQbCCg4s4iEBhk6d/qfFmexULxT3g+P8nERdFyUMRrdTNBT3YkTODXeRr1OF9yD7Gd46E9TpL/b4cAYHY3b4Qh5H1mWI7Zs7rTZMGgdKXq9R8/ayuDGFmuQNRILl8tFYl6e7wS2k+C02dB5+1UyGsN6zzoAWZGZ+E3k/DXIBouFmIwMar3pArWTHZ99hMTi58HAgQN56KGHmDx5MkOHDuXuu+8OuN19993H/PnzmTBhgo/Yf9GiRQwaNIj8/Hx27tzJtSFWZgKPd7Z79+6MHTsW8HiUa2pqGBxAt3bFFVfwzDPPMGzYMDVIL1I8/fTTLFiwgCFDhvDmm2/y5z//OaLHF3RsIpHFAjp3+p8WZ7Hw/l/xvliSk7GJLDAdGtWD3MwKWG15OS7NUrZOpwuqQVbuv4IhKur0rKZ4J3qSJKlGUXNIkhSx9souFzq/jE9RKSlYW6lDbunzaTQY1CA9p8tFQm5up5zAOq1WJK8HWTIYfCZuwVBWxRyckga57Hb0mgmM1hvs9BrEMZmZ1JeWNjKmtft01pXCUOiwEovTxXXXXcd1113n87vX/ColjRs3jt27d6s/K4F/8+fPVzNAKCQnJ/PTTz+pP2s1vf4o2SfAI9e48sor1Z/nzp2rZouYMGGCTx5kbanG1NRUVQ9cUFCgyj8WLFjgcy5tm7T06NFDzaChUFNT49MHOTk5Pvv794+g8xIJiQWy3KmX3lqbB1n5mGi9yoKOicNqxWYwENWExMLldGKtrPTReup1uqBZLPy9baf7WbB4jdLotLSQtm/L9ibk5lJ94ADR3jifltCaLBaqBtntJiE3t1Omo3T6SSxC0VG7XS6PMQ0+kyVtH2onRsoqSExmpppPO6DEohOvFIaC8CALBAIVWZbpA9R5S5mGgn8WC+jc6X9CMZA3L17Mu7fcQqU36E6CRhpk8ATmVSpZK4Sx3CocViuLNWVuW8q+Tz+ldP16wHOv6o1GLE14kK2Vlej0eh9PndaDXFtSwpsjR6oGtNvh8PGcSjodR9esCauNroYG3ps5M6x9ghHjr4UPQn15OZV792KIisJRVxfWOX546ilezslhhZ+DyJ/4nBxOHjwY1rH9aZUG2eXiw3feoay8nIROKrHw0SCbTDiaWalb8/LLvHfLLRijo7EB9SUlvPvll1jLy322M8XH89Orr/LutGlse/11zPHxxGZmcnjZMlY/+iim+PhGxzbGxnIwQMasMwXhQRYIBD50I0wD2d+Y9C7TdmbPQnMf3yObN6PT66k+epSk7GzfLBYab0uviy+muqiIpN69cTU0+CxpCsLDXlnJgc8/b/VxDnzxBV3HjSNjxAicNhsNej3GJiYvDfX1nqIJQTTIx7dsoWz9ehpOnsTg9dJqx0P21KlsCJJ3PhiO+noOfv11WPs0wtsGY2xsSAZvXUkJPS+4AFNcHA0nT4Z1qpUPPgiy7Gnzk08G3c4UH09DhOJnWuJBtrnd1NfVcePs2ZRkZHAswqlk2wOnzYbOm3rVEBtLXTOSatdgfAAAIABJREFUlYNr13LBH/5ApcPB3Isu4rzsbGaNGIF+4UKf7bpPnsy13v6QJAlzQgIAv963D7fTiTmAgRyVnExynz6ed5tfhoszAeFBFggEKrIsYwCcYXwgtUF6brcbSac77cvKrSEUD7KzoYHoxESfzAY+QXpeD7IpLk71pCueZSG7aBmRKrZRfeCATzBSg06Hvol74mpowBIb20iDrCxUVx84AAQvgmGIjg47nZgrjNRdQfFeU6jPotNmwxQX59Et63TILejv5rTOkdCstiYPsluWMZpMmIzGTqufdVqtpzzIBkOz98nZ0EBMcjJ6o9EzZnU6LCYTRq+RrSBJEpbERCyJiapxDGCKjcWSmIikC2wuxnbrRv2xY626po6KMJAFAoGKYiA7WmggO12uRmVLOxuhGMguux1zfLzqVfTRIGuCtLSedKfVSmzXrq0OUvq5EhGjEV8D2WG1Ym/GQHYq99pPg6xILKr378eSlBTU2GqJIdbayaXsdqse5FCD7rTSoNisLBr8luBDobnnJhIrS63JYuF2uTB45S+ddZXLabMheQt8SZKEOT4eWxPvayVYMlC2oUigZLo4ExEGskAgUJFlGSPg0JRIDmdfl8ulli3tjN4ZCC1K3tnQgCU+3sdoC6RB9o8M76yR8x2BSJUpPllU5OPVb86D7GxowBwX10iDrPUgJzdRGKclhlhrnx2n3X5qkhaGB1nZJyE3l4ZWjFO304kUoHx3JD3I4WIyGnHLMgavcdlZ31FaDTJAQteuVB89GnR7xTBuMwP5DE5nKQxkgUCgonqQwzCQA3qQO6l3BkIrFOK02zHHxgb2IGs0yD7J9xUDuRMGBnUEImHM1JWW4rTbfe6JXZLQNyENcNrtWGJjg3qQTx46RHLfvsEN5BbIjVr77GiLQISaq1Y7sUvIzcUezjj1M1qDZT3QWyzNBpU1f6qWB+m53e5THuQItOV04LTZkJQ8yJLkMZCbKMDi319t4UE+U99pwkBuY4qKihg0aFC7n3fBggX86U9/AuDRRx9laRORpps2bWLJkiXt1bSI01Bby4kdO053M84YjEBDOAay5t8ulwtDVBQGiyUiVbNOF6FokM2xsVR4UyoqWzucTip27lQ9cVovlex0Ete9e7t5WxpqayletSpsSUfZxo2Ua9JIdgRkWebYxo2tPk7Zhg3E9+ihGqC1R45g8/MgW6urfbzF1UeOYI6P99ER6zRBeu6GBswJCRzbuNGjk/YvvW6xUH/sWFjvqNbIkxpqaihesSLgKoZ2m5Iff/Q9p8aoTcjNpXbrVopXraJ41SqqwgjaBbBVVgbUxkZS99sSDTKyjN7r2e7MGmQlIE6SJBK6dWvSg6wQbn+FivAgC1ROZ0nllp77scceY/r06UH/3hIDuSOVlt69eDGviop/EUHxICPLYRUXAI9nwu5wYIqLI7FXL46sXt1m7WxLQsqD7HbTbehQtn32GXAqSG9/cTHlW7eSPnw44Lu8LrvdESmUECq73nuPz666ik3//GfI+8iyzAfnn88ns2e3YcvCp66khB+ayI4QKsUrVpDuzV4BcHj5csqNRnSasb7urbc44B27stvN0qeewhIX5+NBVtK8ud1udEYjeRdcwNqnn6Zq375GnlO9yUSvWbP49LLLQm6nGkQYZnAfwK5332X9X//KgKuvBgJrkHe88w7/GT0au2YibK+uxhQbC0Dm2LHooqLY/d577HjrLb6aN6/Jcybk5lLgLSolyzJHVq4kuV+/RttFIni3NXmQLW43Md5r1EegLacDp812qlAIEJua2mwmCwiQrz5CtOc7rb0RBrIfb7zxBkOGDGHo0KFcc801gKdIx913382UKVO4//77Wbt2LePHj2fYsGGMHz+eXbt2AbBt2zZGjx5Nfn4+Q4YMYY83/6nL5eLGG29k4MCBzJw5E2sA78DcuXO5+eabmThxIn369OF///sf4CnCcemll3LhhRcy05sX85lnnmHUqFEMGTKE3/3ud+oxnnjiCfr27cv06dPVNinHfv/99wH48ccfGT9+PEOHDmX06NFUV1fz6KOPsmjRIvLz81m0aBEVFRX84he/YMiQIYwdO1YtCrJgwQLmzZvHzJkzw6oS2NY46+uB5iOoBc2jaJD1UVEhVWgCXwO51molJjOThNzcTpvSLCQDWZJIzskhITPT+6NHYuFwOulz6aUk9uwJnDIIlI9Se1ZVc9bXkzFqVFjeSLfDQXx2dsDl8dOJo76e9JEjSR8xolXPubuhgcwxY9R7YIyKokqv9/EgO202ao8fB6C+shLAo0EOUCjE6V0x6TFtGhkjR2KvrGxUcUySJCb+4Q9hpcFS2ldXVhb2NTqsVgZccw39Lr8cCGyU2rzXpR0bdSUlxHjHc0yXLmT/9rdM/etfKfjLX5odQ+bEREbcdRc6kwm3w0FdWRlZkyY12i4SZaxbI7FId7vJzMpS29IZPcguvyA9g9nsMzb98X+XRVpi0Vn7MRREHmQN27Zt44knnmD16tWkpqZSoSkTu3v3bpYuXYper+fkyZOsWLECg8HA0qVLefDBB1m8eDEvvvgid9xxB1dddRUNDQ24XC7KysrYs2cP77zzDv/617+47LLLWLx4MVd7Z/daioqKWL58Ofv27WPKlCns3bsXgO+++44tW7aQnJzMV199xZ49e1i7di2yLDNr1ixWrFhBTEwM//3vf9m4cSNOp5Phw4czYsQIn+M3NDRw+eWXs2jRIkaNGsXJkyeJjo7mscceY926dbzwwgsA3HbbbQwbNoyPPvqIb7/9lptuuoktW7YAsH79elatWkVUB/qAKi9/a0VFqyo0CU55kJXUVMYA5UWb2rfeaiUmIwO9yYS7Bd6vjkBrSk27vBpsBUWDbK+qwpyU1K7p75w2G5akpLDOp5SYbYnnsi1RAsgMFgtOux1jC98/TpsNS2IiFVarep8b3G4fD7KzoYE6bwYH5f/m2FhcDoe6jU6nw+VyqZp78HgkbVVVPlX0Wopyz+pKSojv3j2sfV02G1EpKerPgTTI9qoqjLGxPmOjrrSUHgFWGg1mc0gGkCRJ6viuKykhNYC0MBKBcS0O0jMY6CrLdM3KgmPHPIZlJzTstBpk8KxQBHtetcGSbRWk15njTZqjQxvI759zTqNqL60hKjWVs997L+jfv/32W+bMmUOq18hKTk5W/3bppZeq2qXq6mquu+469uzZgyRJOLwvznHjxvHEE09QXFzMJZdcQu/evQHIzc0lPz8fgBEjRqiloP257LLL0Ol09O7dm7y8PHbu3AnAjBkz1LZ89dVXfPXVVwwbNgyA2tpa9uzZQ01NDRdffDHR3tyGs2bNanT8Xbt2kZmZyahRowCID5D4G2DVqlUsXrwYgKlTp1JRUUG1dylu1qxZHco4Bm9ASnQ0dSUlwkBuJaqBHBPTMg9yfT0pmZmdusxyKEF6/kFJyvU6XS4smudDMQhqS0qIzcxs14+Jy2sgh1MVTdGhOiJUzCFSKEFnirHXGgPZ7J002CorMScl4S4r8y300tCgLlkr/zf4rYbodTrcLpequQfPZCiQB7kluGw2jDExLdJ2arNRKO3yH3P2ykpiMzN9DWSNB1lLsPy3gc6nyBbqSksDHuu0Siz0ehxAlPcbKel0nXLV0Wm1NvYgB3lXO+12dey2lcSiM+e8b44ObSDP+eKLiB+zpokXf1NLqzExMeq/H3nkEaZMmcKHH35IUVERBQUFAFx55ZWMGTOGzz77jLPPPpuFCxeSl5eHWTvb0+sDSiyg8QOv/Kw9tyzLzJ8/n5tuusln2+eee67ZF0ZIS8cEfoACtaWjoE2flTZ48OluTqdGkVgYoqObXLbTojWQ66xWegT4MHYmQn1OwPORdTudaqlppzfNnYLy8aj3GgztmVrKabNhTkwMSx/oUowdrwGoC5Cq63Sg5JZubWCVy+tBdnm9nLGZmbi2bfM9l81Gg1e2Vet10PgbyDpJwuWdEKnBcFFR2KqqghvIYRh0Dqu1xRlPnFarj0Qm0BK4raqKmMxMX4lFaSkxGRlhn0+7n9EroagrKQl4rNNpIJurqtgNuGW5U2tLXXZ7YwM5SJ86GxowaPTKEHkPcqhZUjojnXmcRJxp06bx7rvvcsL7QdFKLLRUV1fTrVs3wKMRVti/fz95eXncfvvtzJo1S5UlhMp7772H2+1m37597N+/n759+zba5uyzz+aVV16htrYWgCNHjnDs2DEmTZrEhx9+iNVqpaamhk8//bTRvv369ePo0aP86I1erqmpwel0EhcX5zNxmDRpEv/5z38AKCwsJCUlJai3uSPg9H5MztRk5e2NDu9LL1QDWfPvOq8GubMTigYZPIaT0+FQt3f6Syy8HuNar8HQngVUnFYr5sTEsM6nNUQ7kldIkX601gOv9IlDMeIyM3H7rRi4AkgsdN4MCAp6vR6310DW5hu2V1UF1W9Lej3uEIObXTYb8Tk5LXqnKX2lEMyDHJOZ6WM4+3uetTTlddR6npUJoK2iwkfmobYlAhpkhbA9yOXlHAQcmuwabZXZoa3R5jY2mExheZAjTWfNBhIKwkDWMHDgQB566CEmT57M0KFDufvuuwNud9999zF//nwmTJiAS/OwLVq0iEGDBpGfn8/OnTvDDmTr27cvkydP5txzz+XFF1/EEuBlNXPmTK688krGjRvH4MGDmTNnDjU1NQwfPpzLL7+c/Px8Zs+ezcSJExvtazKZWLRoEbfddhtDhw5lxowZ2Gw2pkyZwvbt29UgvQULFrBu3TqGDBnCAw88wIsvvhjWdbQ3Ir9s5FA+hHqjMWQdqr8HOTo9vVVtWPvHP7LuL39p1TFaQ3MSC5fTqXpW9SaTRxPoDdLz1yCb4uIo+uILvn/8ceK6dw87ct7tcvHu9Ol8eeONVOzeHXCbqv37eW/mTDb5PaeKBrmpj9fy++/nvRkzOOGVc6mGqN9H77vHH1f/vfnll3lvxgz2h5H55vsnnqDoq69C3t4fxbPtdjopW7++xcfR9skPTz5JXFYWLk3VOfB43WpKS3nvllvY8uGHAI20+FoPslpWPD6ezS+9hDEuLuC5w5l0OG02kvr0YY9X6tYcDbW1LD7vPFb/7nenVgG8BFq1sFVVEZOerran5siRFqdlrCsrU595g8XC4eXLqdi1K6BBFsoKitvp5MNZs9j80ksB/y7LMimA7ZNPWPbssyG18f3bb0dfUsIhoCFCJctPG7LsE6ioN5uDvquddnuj4NBIe5CNMTEcWrZM/fmzq64KGFy66cUXWfb//h/HNm3i/XPOiXAr2oYOLbE4HVx33XVcd911Pr/TeonBozXerflYPe79eMyfP5/58+f7bJucnKxmgQC45557gp57woQJ/MXPMJg7dy5z5871+d0dd9zBHXfc0Wj/hx56iIceeqjR77XtHzVqFN9//32jbX70y4n58ccfq/9WvMsLFiwI2vbTictmIzYrKyytpSAwyotXZzKFL7GQZdwul6oP1XuX/sLVZO56910c9fWMvOuusPaLFM1JLOorKohKSgIgOimJ+spK1UD2l1gk5ORww86duF0uLElJVO/fH17QXH09h775BoA+c+aQ3KdPo22qDxxA0uk4smoV+TffrP5e0SA3db5DS5fSfepUqvbtI6VfP1+tr3e/hro6tv7734x75BEAjqxaRfrIkRzbuJG8884L6TpWPfwwI+66ixxvJp5wUbTRvS+5hOoDB1p0DOU4iga5oaaG/Ftvxf3YYz4TIqfdztx331XL8xosFvRGIyu9Qczg9SCDjwZ59H33MfTmmzE1YyArqdSawmWz0XXcOA6GOKmwlpcju1wUffUVKQMGNF7F8PPayk4npri4Uwby4cP0uuiikM7lj6O2Vr1mvcVC2fr1jA/yrQglMM5RV8fR777DnJDAUD8pIXiez2RAn5RE8YYNzbavoa6OojVrICGBE/gayJ05TgI0HuQg7+r6ykqive+qNgvSs1hIHTgQ2e1G0unY8fbb5N9yCzF+jpIjK1ey79NPyRw9mqIvv4xwK9oG4UEWdHpC8ZQJQkOWZWRAF4YHWd3X7+eWVliKSkk5rUFizX0068rLifUGg8akplLvlWQppbb9l9jNCQlEJScjSVLYGmStMREsK4jTZiM6La2R4aFokJszSLTPjpotQqNbrS8t9TmG02ptFODV1ijSj/js7FYVJXDZbJji4nA3NGAwm9Hp9aoHWbnvTrudqIQEohISsMTHYzCZPMaFZhvVg+x0qhMincFAVHIyeq8+1J9w7r0yIdAFOVaj7a1WLCkpuLxVAn00yEE811rD2Wm1BvV8w6kg1KBt1eqwKyuxeI2yRsfR6RoFuAY6niU5Oej4UnO1h5hGUi2iYbPhABx+gXmdyUhuqKnBGBvr02a9yeSTYUVLXXk5Md53VVsF6QGejCjNOFScNhs6o7FT6ZWFgdxBeO2115gzZ87pbkanxGm1hp3OShAYRV6gNxpxtCBIT0uLS5CeZl1gcx7kuvJyor36ypjUVGrLy0/lQfaTWPgTrgbZxzANMr5dXkPY3/gKVYOsNaC0GmSlDG9daWkjraq5Jc9bK+6rIv2IychoVayB2+FAbzT6GAluWQadTjUyZJfLozn2Q280qtsoHmR/zXlThHPvlfsQqm5UWwVPWzJaPW+Ae6U12Jtb6dE1kUpMq3lWdNitSXXXXHpCJZBYCnCPAqGWYfbqv7UeZL03b3NnQQmI1HqQJUkKOumoKy8nxvuuaisPMoSWC1kZo2rhpE4wMQnJQJYk6RxJknZJkrRXkqQHAvx9riRJxyVJ2uT979ctbVBn6DRB87TnfXQGMRAE4aOVWLhaILHQGkEtLUGqfHBP17ugWQP5xIlTHuSUFOrKy9UsFv4aZH/CDTLTGlTBjCun1RrQYHXabJ4Syc3cR+3HLZAGubakxOfYinSjPZ83RVcbk5kZ8VgDl9uNrNc3u2KizTerepDd7pCNwXD054rBGuozoPSPJEmNjN1gnmut4ezSGNiBaCoQy2WzqbIqg8WCrbKyVYVmXN4JWLDzKR5kyWAIadKleJAVg1prIHe2HL613oDIUDN51J04ccqD7P1dmxjIfpM/dwCdtzLGlPsa6vfldNKsgSxJkh74O3AuMAD4pSRJger6LpJlOd/738KWNMZisXDixAlhJHdyZFnmxIkTAYMM2wLFg9aZlm46KrLLhRtv8FmoQXo+Bzj17Ma20Jhx2WzEZGT4lMFtb5r67NRqvDJKmVdtFoumDCZ9mMUJXDabGmQTNJWT4nHzG//NGT1qmzTe4kAa5LrSUlx2+ykJQojSjUa04r2ueJ9McXGtk99oov8V3G43GAzNLhFrtZ5KFguXRnPfHMYwjDF/L3BzKP0jy3LjPMhBMkf4rBw040Fuyrh3Wq1qW/VKJo/WeJCtVizNjC/VQA5hTFUfPYreZELnbZOPB7mTpSjzzy/drIGskYO1Jf7jI5Dxq4wx7Zjr6ISyRjEa2CvL8n4ASZL+C1wEbI90Y7KysiguLua4t8xnW2Cz2drNcDtTaEmfWSwWsrwlPduallQMEwTGVVfnSfNmNFJ77FhI+2iX7rSv65iMDA6EGYxxYscO7NXVpA4eTNn69fSYNi2s/YNRvm0b9upq0oYOxdRMLu9QJBY5Y8cCHolFnUZiEUiDrEWn10MYxQnqysqI696dqn37qNq3L2Dbao8cIa5790YfJcVoslVUBNzP7XRir672eP28Omp/DbL95Ek1a4TTZsN24gTWEydaNCF12e0c27SJLt6iScGQZZnSH38EWSZj1CgknS5syUHA47rd2LypO91OpyqjUDzIR7dupedZZwXdX1uQQSdJuMBHg9wceouFqr17yfQWamoKtWBLXV2zxmtdWRnHNm5Ut9EarGq7Ne/G0vXrkWVZrfxXV1ZG7ZEjTV5HU8a9vwbZWl7eZHubc4A5bTbMCQlU7tmj/q5i1y6sJ054gsG0EgtJQna7Kd2+HVmWyRgwoFHu7uqjR7HEx+MwGqG62ifNW3ulM7SeOEHFrl3EpKeT2LMn9eXlVO7eTUxmJom5uSEf58S2bSTk5VEdQrnt2uPHqTh4sF0kFjq9Huvx4yR4r+XYxo2kDR7skwvbZbfjdjqp9CY46AwrvqEYyN2Aw5qfi4ExAbabLUnSJGA3cJcsy4f9N5AkaR4wDyA9PZ3CwsKwG9xaamtriQ0hilhwipb22cGDB9ugNY2pLCtjw/btlB05clrGlD+1tbUdoh0tYeeSJRwHik0mjm3aRH0I6XhKvcbVjpEjyV6xQr32BrudXR9+iCEEbb3SZz9dey1JBQXY09L4esECekWoUMXWq6/GmJJC2vnnk9JMJoX6+nqOyTKFAVIVARwqK8PlcLC7rAxHQwNHjh3jeHQ0dXFxlMfF8d2PP6JvwkiuqakJeXyUvP8+piFDSO3fn82vv07D2LEYk5J8xtiuTz6h69y51Jw86XPcquPHWfnddzRIEl+98w7mrl1927F5M+6kJHbu3Yu1qIi6wkKObdmCpNPhqKykYvVq7IsXU7NjB5acHJYvXcrBZ5/F0LcvG7ZsofTw4bDG+Z7ly9n0j3+Q/+mnGJp4n9gOH2bvww8jyzK9/+//sGRnU7x7N8ejoiguLKS2vp5vly4NqBMORm1tLZ+/9hoOs5nCwkIsEyciGQwUFhbicLs50rUrX/7tb+QaDNQ4HAHvfYVOx+qDB4nW6ah1ubCmpbEzNxf9gQNUhtAPtd27s/S++ygLIU/40X37WL91K67ERD5/8UXimphUHHr+eRwVFXS55BJPfvzaWlauWeMzmVDGhrO2lm033EDmlVeya98+rIcOsTwjg+SpU0maMoWTmuvQjrGKujpWL11KdM+ejc5/eM8eKtPSOGixUG+xkDBlCjsrK9kfpE9qa2tZtmxZ0MnOyU2bqK6o8BnP2264AWNKCgnjxsGECRiBEklCL0l8uXkzux9+GL3FQs7ddxPTq5fP8UpLS+l6223s2LcP3niD77KyqMzKgsJCKk6e5Lvly7FkZwft31Bp6r1/5NVXqd+9G2dNDf1feIHD//gH9qNHcdbW0u+550I+x84PPqD7bbex35u9Y0tVFcaysoBjdv8zz6Dv1o21DgdSWZlaoGzvkCEUFhRABL9R1QYDy994g+RDhwDY+vnn7Fi9mh6aTEQ1J09Sv2cPdiBm4EBWfvUVzuTkDv2tDOUNE2gU+09CPgXekWXZLknSzcDrwNRGO8nyy8DLACNHjpSVCnTtSWFhIafjvJ2Zjt5nh2JjmTR9Op++/HKHaGdH76+mKHr7bT4Fbu3XjxNFRRSEkNO4yOuR6bN2LdH19T7XXvbkkyH1hdJnh9PSuOqNN6g+eJBld94ZsX48nJ7OkJtuAllmaDPHtFgspOt0Qa+9UpKY0K0bcenpNMTGcgLoYrFQevIksQ4HU2bMaNJ4OxwXF/J1fbdyJannnEPviy/m40suYfTw4ST06OEzxg4D599yC/95/XX1d7IscygmhilTpuC+4AL6ZmeT5ecd3VlaSpc5c0gbMoSjdjtnFRSwbuNGNSOGy26n6uRJxj/5JOv+/GfGjhzJydhYZrzwApJOx1dvvx3SdciyzEaTCbPTSR0wdsQIYpswEg8VFmKePRt7dTXDBg8mfdgwln38Mb3GjKH75MmUpqdz1pgxQdOpBaKwsJAeRiOxF13EpIIC0LRbkmXi+/ZlQF4efWJiqDAaA957XVYW2UBOejpJZjMcOULOrl0k/OIX9AvlfhYU8MZ//hNSnx1xuZh+8cWs2byZrH79yG1iny/feov8hx8mffhw3nzjDWS3mylTpvhso4y52pISqkeNYvZzz7F/yRKOOhwcBdLS0phw2WU+aQS1Y0z6/HN6dO9OToB2LH3vPQaMHUvXsWM9/frrpkOQjqSkMGnChEb5eRUO2GwcKS/nwL596vkPJSYy+t57qT5wgIyxY1kIdDObSYmNZajRiGPIEJKys8l0u+npd+8OSRIXnX8+0d9/D2+8weD9+5mwdy+89hq2N95g+NChdBk6tMk2h0JT7/3lS5aQc801LL/vPgoKCvjfSy8x9qWX+OL668N6x5WmpDDjl7/kh02bABialERBejqHjUYmd+niM+koq6nhot/9Dov3OanzGsh5mzdTEBsLfulrW8MBm43Dy5czaOhQ7JdfztgHH2Tds8/6XNvh+HjqgRHXX0/t0aP07tGDfbLcob+VoQTpFQPdNT9nAUe1G8iyfEKWZWV971/AiMg0TyBoGpfDgc5o7HRaso6Ks6qKk3g1yGEG6bndbvQR8vi2RfBMqMupzRUKcTY0oPemmFKS9CsSC7csh+XZbA5tdoJAY1yWZWS327OsrFm6ristJdq7vBkssK2utJTYzEzPUr5Gg6xXguFKStQqaYrGUAkGC2dp2u4ta2yrqlKvqSmUstzawDBtP7R0Wdxfv6ngcrvR63ToTSZPP+gCfxaVjCXg0SC7ICwNcji4HQ70JlNIz4E2i4TebA4c/KRo5LVyCE0/Omprm5QGxWZmBs0e4p9Wrjmau3/+lQC1+7lstlNBeno9erMZe20tBrPZI3dqoqy6yZsyz1+D3B5L/f59VFdaSlxWFnKYRUuU59M/SC9Qqjd7bS1mzUpNW0oslHdMoBiGoNt3gsq3oRjIPwK9JUnKlSTJBFwBfKLdQJIk7VtnFrAjck0UCIJTX1ZGTHp6SAnoBc3jqqykBt+I/eZQvRZuN4ZWGMhabWIky5e6nU7PxzQMw6opravLm0MXQG8w4Ha5mjSoW4N/Ci3/Pqk/fpyotLRG+1UfOKDqAYN9jLTlr/3TfSkBlkpaKSVKXWlPOIZFbUkJ8Tk52Csrgea1h2q7NMahokFW+qFFBrL3uP64ZRmdTofBbMZeU4MhiGdT0ZuDR4OslJoOJ5iuqXzCCj45bkPo50ZGbyBHgfeY2sBN7YTC8UiZAAAgAElEQVRL0aIHoymDJtxiQM05M5R77d9P2vtuxJOr3WAyYTt5EoPJ5AmY9d4fLcqzbAyUxUIToNqWaCd44OlvU3x82MdxOxw+E3CtgRzIodFepbRjMjKo82a78c+jrhKBAO72plkDWZZlJ/Bb4Es8hu+7sixvkyTpMUmSZnk3u12SpG2SJG0GbgfmtlWDBQItysdUCuL1EYSHUzGQzebQPcje/7tluZEHOZyMNG6nE53XOIlk8IzTbscQFRVyHtrmgvQcdjsGbQEH7/b+QYqRQFs2OJA38aTGENbiYyB7P17+KN7hQNkMlHzD9qoqzAkJqhGtfgDDmJDWlZSQmJenTriauwd1JSUez7Zfu/TafmiBUaNcrz+KB9lgNmNrykD2pvQDrwfZr9R0KDRVFljBeuIEFm9gVSgGXDCjNxD+xrRSfbS5zBNNGcjhZtxoiQdZkiTV6NIG6akGstlMTEqK6uEPhOJB1hYKieREvCmUPtK+V5TiM+GinWQpxzP4peV02GzqJF7dz/v/tvAgR6elYS0v98mj3qQHuZX5zNuLkNYCZVleAizx+92jmn/PB+b77ycQtDXBPnqCluGqqvIYyEZji0pNt8aDrPUS6ozGoJXj/n97Zx4mR1Xu/8/pvadnJjOTmewbYQuoF0FEVCQghCUIsggKBEFA5PIgbpfnXpWrXkBREfXnlUW8ivcqoF5B2RS9LgGCJoQlLAkJW0ISMkkmk9lnenq6+/z+qKqe09VV1VU9S89kzud55km6u7rq1NunznnPe77nPZWe108yeyjvIDttJGF1Wn46n5C54YTbjmsqqkPjFAFXHWFrpzchBF2bN9O0ZAngHq2xJAcDe/YMR5DNqeCaGTPoN7OYWDsAZtNp496t39jn4Kdv584iJ76cY22VS3X2cjY7VOLUWJISO/l83oggx2JGBNllh7ZaRWIREqKw1XQQ59Aqu9s1rHJakW4/DlxRdD2ZdM0vK6UscmYjySQZM5Viuc09vDb9CRpBLvccWnmVrWcqn80iIpFCfbAkFqFIxNiYpLeXsCmx6K9AYjEeM49qXuuh/v7haHKFqQ8LDrL5Ws2wAsUbhFiM5U56IhRC5vNFedRVu7rlyK8Z9ZKMLjrsphkzNv761/zm5JP5+/XXj9k1tvzxjySthmAfzJ/9yIoV/Obkk/nNySezY/XqMb+elQc5FA47Jnv3/G4+T8TmOPbu2EHP9u2+vq9GjkZzajCnNNpD/f1lj/fqQNo3b2b3pk3O3/NZHr8OXvvLL7Pl0UeLFqPtfOqpomO63nyTaYsWGedVZDHdyvtuzk26vZ1kU1NRZN2yVSgSIdPVRczUMPodXDjRt3Mn9QsXAhBNpciW+Q36du6kZubMYumHouGUuRw7zdRzQctRY1vAlTejiSEhCMdiDHR3F/TldlItLbz++OPG8aEQOSmNnRMD6G/j9fWs/c53PI/pVx3kZLJsnVWfm1hdHbUO6TWtnfBUZzpWV8d2834Gu7o8B2yeDrJyTj/E6up49NJL6XzjDcfPh/r7jRR0HR288cgjJbr3wlbTkQjRmhpe+O1vidXUGBH+gA5yJJl0rI8v/vSnhXa37YUXHD//8f77s+72233d89a//rXwHPft2uUo9SnHw+efX4j429uoWCrF03ffTbqnh/uuuYZH/v3fqbNdYyw1yGBowjM9PcZsnW2W542HH2aws5Pk9OnUzp1L7dy5vPbAA2NUktFDO8iaMaN19WreftllvPmnP43ZNfrb2li4bNmYnb/a7HnpJZbffTcLTjyR9vXrx/6C6kYKPgcc6iI9ewT5gDPOoGdbScZHR3IBI1F+saI3yZYWBnzkWPdapNexdSvv/vjHS963JBZ+8Csf6Xj1Vd528cU0mKm1Fhx/fCGPr8VQTw+xadOAYsc709ND3Hw/WlfHUG9vyfmllIhQqFjrq/wGFz37LOc8+mihzJVqNYf6+ohPm8anu7o4+rrr6C/zGwz19hKrqysq10B7O4mmJsMOJ5xQyNsctBwxW3o5y0G2JBad27ZR56DpBoglkzQtXEg+lyMcCpGXkv50mhqX45047Z572Gza1I2Mef+ArzqrRqSX3XEHFzoMpGvM86ha2Lp587js1Ve5uqODT5UZxMZqawvOmR27vrYcH/zBD5h5xBF0bd7s+Hnv9u3UzpnDcbfcwltPPjks61Ec5ChGBPnYq6/mwv/+b476+MeJOMhX8tlsQX7npEGuaWlxrI9vrVrFUV/8IrOOOoq9Zt5elTU33UTXG2+w7bHHyt5vPpejbv58alpaEKEQme7uQBlYwNx8a8MGVjz9dOE1DLe9y770JXY8/zz97e1E4nHO+t73WHrNNUXnGGsHOVpTQ8/WrdS0tBCKRJDm1t4A21et4rhbbuGfd+3ikAsuINnUxKfMlHATGe0ga8aM7MAA9fPnj+kUVn5oiEiNOVEzTgsSxot8LkcoGqWmuZlkc/O4LCaxEEIQr6sj3d3t61gwGm27BjlWX+9bLxp0qtYvVgfutRJfxUtikR0cJOGwuMYaUIR81EG/DnJ2YKDg/IIRebNPnw+5LF4rmkovoxd221EtVltL1Hy2rGhuJZF9a+OKeH09tXPnll2ckxscNDI4KOUqZOrAiMJW0qbIfL5krULOdJasRXp7N29m2ty5rueIpVJkMxkjggwMpNMkA+xUFq2pKZu5QP3t/C5msu4rEo8XfjOVlFn37c9YorGRREMD8TILxqwpdCfymQwhH3Ihi0g8bmyN7tIuWLKhaYsXDy/8MqOSahaLUCRCOBqlpqHBNXNMdmioMHiImceoG4W4aauz6TS1s2eTnD7ds/3yM6sy0NZGrZmDPJJIFC2IFJEIecWRdCM/NGTsJGkO8Jw0yFJKsoODxGtrqWloKJkRGEuJBRj31rV5c0HyKKUsXKuvtZVpixcTCocL5YgrbdtERTvImjEjm04bzusYSh/s0Yt9aZvy3OBgkfMz1otJVNsJIZg2Zw5dO3Z4fGP4WPMEJRHkIOnagqaL8os1BRyrry9oLsvh6iBnMkTtTnwohJCSMPjSYPtdZOa4ZbDNluoCLbdIcCgS8XTK1Miz228QVqJ3QVHL6LZg0I6le86l00aWEMWxHc3UXEUR5FiMvW++yTTbhioqETONmhVBllKW7NxWDhEKeTpF6m9X49Ne5bDsHnRBnV+CDpy8dubr2b6dunnzCs6rNcBSNelRQLgsplSxBlvgLLFwk45YdipX1/y0bb3KOplwIsFgR0dRZho/az3covR2u6spKMebSDJpOMimtCPe0MCg2d5O1rVC2kHWjBlWxziWTqs6LR+KRsnbckFOZrIuzs9YkctkjO1bMR3kuXPpeuutst8rrI52kFgEyUYxVp130QpyHx25l8RC7XAtIrEYISkJO0TQnfDr4OVsnaKTLd1SfJV0qA73XZRD1eyk3X4DN6fez7OtltEtJ7OtYEX3M9DWRs2MGcNlqVDu4eTEqRFky7Go93KQY7FCBDmfz1cUUa+ZMcNTZqJqemuamxkoIyfx8xtYdh/JLI3bvVbSvrs9A1LKwiLYmubmwgJSJw2y48DEwWGMeDnIHhHkgpbWy0H2UQ/tiy7THR3l0/I5lEd9Lu0RZOv/2cFB1wWgY5nFAozfVI0g1yq2Te/dO7xWaBKhHWTNmDFWU+Zu1xjN1GATgZzt3sY6gpxLp8HsRAQEjiA7ZbEIEu0rqS8e07pBKKojPhY9eUoslA7XIhKLEc7nCeEzguxXYmGzh5MtVYe2JBKs2tLmxNhnC6zXbs9sJJFgqLe3aCo9FIv5GpCq56z1s0GAWRbLOem1RZ9GsmDQjj2CDHhGkK30h+FQiLiU1FTQvpXbJEEd3IhQaFRm4GqVaOxYzNIExe0ZSO/dW9Cai1DIkA04OMhhjEVh5cgqs3COGmTTCS/5ns90ZX6e4z57BLmzsygtn+/BspODbD/OoX2yGGsNciSRoGvLlsJgQK3n5TIDTVS0g6zxxcDevbSuWUPrmjX02fZ8d8OaGhvLB0PVv0kpSZubEUxWCnZeu5ahvr4i52ckGuT+PXsKv1/GZbFNuqOjqDOeNmcOuzZu9H0N6bCTXiSZpH3DhsIual6USAoSCfa89JLv66vkMhlan3qKHatX0/b888NT/GWck72vvMLMwUGiLk50dnCwZAozEo8j8nnCUpZk8XAiiAZZjRpFkkl6d+ygTbFJ744djrMMMpv13NEvl8kUck7DcOfp5SCnOzqKI9o+ZjX2bNhA71tvFb6XaGoqWmjY9tJLtK5Zw4Bt8aF1zWw6XciLrL7fs21b4GfdKdJp1yADxBw0vIVrmxsyhEwHudbjWDcsLXx/W1vhmezasqXwee+OHUW/uwiHS3ZJU/HTvqZmzaJ9w4YRBS3cIsWVtO+RZJK9Gzey8+mni87b+tRTRSkB1cwIllTISqfoeF1bGbMOEgs1D7KbtrrIKbe1u+0bNxac6kx3NzufecbRNr07dtC6Zg27nnmm4DRGk0n2rF9fnNO7zDPU8eqrtK5ZU1ZKaGmQXSPIY+0gmykGretbuvdcQI36REI7yBpfPPP97/OPG2/k6e9+l1XXXefrO2pjPBqRQDesB7/poIN464knxuw648FT3/wma775Tf5w8cXsXLt21CLIq2+8kaduvpnHrr2WV++7z/GY1jVrCJnTYEIImg84gDdtacWc8Iogz33/+9n5zDM8f8cdZc9jdwjffsklPHDOOWW/58T2J57g/668knuPOYbHrr2WBSecAEBy+nTPKesHzj6bJX19zFu3zvHzTF9fiQMVjscJ5/NEpSxEqbzwq4W2OzM1LS3MOPxw7jv55MJ7u9etK8gPYnV1Bc1fOezyjUKH67CQDZTIl1IeP9e7/7TTaFqyhJQZlVWdmtzQEPedcgr/uOEGnv3BDxyvmUunjaiiMj1bv2gRUkrfKbaK7s+GGkFumDePpZ/5jOd5rEwJ4VCImJQkKtB7JqZPJ93ebjyT3/42L/70p/zh4osLn7euXl3kJCaamlwHA37lDU2HHMK2lStHLGOyXy83NOQrkmtn1lFHkR0Y4PcrVtDx6quF9+9fvrxotiDZ1ET31q1Erewjpu5b4Owg2/XdakTVKYJsfKl0d0Mr8OIU4f3dGWew6KSTeO9Xv8pB55zDQ+edR6+DFO0vV1/NOrPdm/2e9wBw4DnnEI7FWHDccYC/wfIDZ5/NtpUrOUhpCx0lFuEwmf7+EgnY8G2O7SK9/U8/nQ984xuF10mznqc7OialvAJ8bhSi0WT7+zny858nNWsWq2+80dd3rE440dTEwN691ARY7V0J85Yupd9ndHui0tfayjE33si6224ritiNVIPc19rKsTfdxLaVK10lBrnBQSILFgBmFovaWuoU7acbXg7yjMMO491f+AJbfKT6sztt77jsMtbddlvZ7zmRHRhg/9NPJ97QQM/Wrcw75higvB0j8Th/nTaNJS5R9r49e6i11eNILEaov58aKan1MX3tlVNWxUmD/MHvf5+3Vq0qDDin7bcfUXUBnM/tW0vkGy5b1arXVrWT6vXq5893/V6yqYkTHJxfMLaJn3nEERzxmc+w5Y9/BIo3FChsb22TBSQaGnjnVVex48knfd0rGBF1p8VLagQ52dDAuy+6yPM81oYMoVCIUIUb41h1cKi/n6O//GVaDjuMu48+uvB5KBKh8cADi453GxzbZwLcsDKIjCSCHI7HyQ8NFTlgPdu2Uefx+7vRfOihnHjrrfzt85+nr7WVpoMOKnymZuEoLPxSnOZ8Nuu6a2UkkSA7NFTIWJFVtoUXQhAVosRBDptSIbtjKYRwdGBjdXWc/qtfFV73bN9ekn4RoHvrVi5cvbpoJufAM8/kwDPPLC5vmZnBcCzGibfeWvSek4McjccZ7O313IQGxi6CvHj5chYvX154HUkm6d+9e8LIeipBR5A1vrAa1iA7D1n7xpeb1h4tJsv2lV5YW2eHE6WLOUYSQbZ0cF6at2w6XVgZHmTatHCswyI9gHhjI4MVSCyg8miH2+YFfu2YD4cdpSi97e2k7A5yPE4olyMFpHxMuad8ppvzkjs47TLo9ZzZ00nZz52aNYuuN94YTplov2YyWbLbWrnnOp/LgccW8FZdL0pPp0hYLEfSyQ5B1xvITMbRlmoE2Q/hWMxYMDUSB9msg4VNWcJhUGbYnKRGbvcaNHd40JzF9nJ77uRYAWpWE+tZV+tYOJGge/PmgsQm3tBA35tv0otzG2XfcjmbLt610NFB9rCvn8BEorGxREKmLjb0YqQZWVQbhMvsBDneGmCrvozHWqSxQjvIGl+ou5EF6ZiEEIEiWyNhvBzxscRapGJF7FQNst98wk5kenuJ1daW7WwLi/TUDUPKUFgd7ZLFIdHQ4Esv6uTUCiEqkufYV31b+OnwpJTk4vHCtsIqAx0dJBsait4Lx2KE8nlqpCTlN4Lso556ZZSQmQz5bLZI2+d1XvvvbpezpGbPZvdzz7nu8OUaQfa4DzVNYRHmlLbToM1pa+3RcJDzg4OOtlQjyH6wJBYhM7VfpQ6yl+NgzytcblDrVzIhhAi8652KUxs0YgdZGSxaAzj74ECNIKdmzaJrwwZ6cG6b7DMhuUymKDIcC4WK8iCDd5tgj/Dat0wGM52ZrX1Ld3QQb2x0ve+i81fgIDtFkCOxGOmeHtdFeoXvBr5aZVj1dqyyE40H2kHW+MKerN0P1kM8Xo6r36T6Ex1rak/VfI5Whg6vKb1sOg1WmjerLGVytlrlBec0bxAsgmxvSMMJf3lC7bhF1ryiRVbnJ6Ukl0g4blurblhhEYnHgznIPp+HIRdnJmxGkO0Ollf9t9cfu3wjNWsWu5591jVXqX31fbnrgXu0Mmw6mX07d5KaPbuoThZtcKJ0sPbzBB0w5kcpgmyleQuHQr7zXpecQ42MW/dlc7qKHB8PBy6bThckNmURgqy5jXMljEUEWa1D1u+pauDtuXVTs2fT9fLLrg6yJYGxUCUWYDjI9giy16ySfXCSc1ik6xRB9msXX/2pw306ZbEIx+MMdne7apCNU/nf8XOkFOr5CAZl1UY7yBpf+E1744TfHcyCIvP5osbDaSQ/mVBXXFtT2qPhIFvRY+u8Xp0ttinBSDxO1m9uaZeIWnzaNF9ZLJyc2kpTerk5Z16dodX5SSnJxuP02SLI+WzWcUGSlcUiFSSC7FeD7CKxkJlMScdjRXSdpA32jr5EYjEGEWQvmUt2YMCIIM+aVVQni3YGNHMv26Pd1mdB6kU5iUWQCLKVxcJv3ms7lnNfZB8PKZHnoNbBNl7nUXdxC4rTszNSB1ndCMWpXYokEvTu2DHsIM+aRffLL+O2v6c9gpwdHCyKqMYcJBZebWvJzIvDM+nU7/i1S7nsRHmXbDRO0rNILFZWg6ymdBxrCmsIRiDrqTbaQdb4oqBBjsd9dUx9u3fT/eabANTOm8frDzww+mWyTeFWI89i386d3P+hD3Hf8uXct3w5O595puJz9e/aRc3MmYCxEGT7Y48RrasDIFJTw54XX+S+5ct54/e/B+D5O+8sXPfp737Xs4w1ZgcTTiTIuqUwGxgokViUW7ylHuu0SA+MhP79u3fz1Le/7XmeIYfFHLG6Oh766Efpd5A7eJ6rv59IIkHTQQcx/dBDC++Xi6BHEgmklOTj8ZIIcn9nJzU2eQWYi/TyeUOD7KMjiMTj9O/eXfjtVl57reNxW//2N2Lm71/0/WSS/OBgScQ9VldHprfXMapov2/7d1OzZtH2/PPuDnIyWST5AdO58XD03aZWLWfd2kAhWlvLK7/5DemOjuKdAT2kCLHaWl6+5x4yvb2u11fJZzKOnbQlsQikQTbzIPvNe23HrkFWSXd2FmV1sI4fDQ1yOJEgvXdv5Rpk2+C6e+tWNt57L/WLFlV0PigeLFr1M6Zse63OJljH92zaZESQHc4XNWcnADb/4x+s/Z//Kco6Ew2FyNgkW/bZCDXwYr/nP191VckzGW9o4M0//7novdd+9zvqzQXPXpRbE+E2AHKSWMRSKbY/+6xnmkIYP4mFVW/tqfwmE9pB1vjC6rj8OqEdmzZx8LnnAkaqr0xPz5iUqaTxGGcnuXvbNhJNTZxy113Med/7aF+/vuJzDfX1FRrfd1x+OZesX887r7wSgHA0ymWvvMLbL72UbStXArBt5UqOvu46lt58c0kD7XbempYWx8T4YNhT2Bxk+6IXJwp1Ipcj6dJZn79qVdlMFgO7d1PT0lL03ml3302iqSmwRKd3+3Zq587lxNtu48O//W3hfc8IutIZ5SORksjO0MAAsVSq5HuWBjkMvtK8AXz8uec45a67OOWuu9j21786HlMzY4ajw1o7Zw6ZtjZX58jpubDftz26G6urY6C93dEhB0g2N5M1Bx3qd4Zcsn2A9yLDbDpdqJepGTM45IIL6HjttWINsrmts9N56ubNY9FJJ7nWZTv5TMbR0agkgmxpkCuWWKiOvy3a1/naaxxw1llF742WBjmSSNC9dSvJCrMJ2R3Jri1beMfll/uXeDgQq6tjyBzkDLS1cciFF7LkYx8rKnPJ8Z2dDOKiQTYj/AC7Xn6Zd51/Pm87/fTh7ztFkG2zEWrgxe7Atq9fz2n33FP0/flLl5ZksejftYuFy5aVvf9yM4PlFripNjjuc5/jkv/9X+YdcYSv48eaQprG9nYWHH/8uF13NNEOssYXQRpiMFao1y9cCBgPpZcuaiRlcmo8xjLnckkZBgZINDWRmjmTmpaWEemEVaclFA6TmjmzaHot0dhI05Ilw1OSAwPUzZtH3fz5nnpM9bxemT6KNMhqqi2HjAkqhQhyNuu6s1hNS0tZzaga6baI1tSQaGwMvEDRmuIUoVCRZthLg2xNBUopIRwuiZyrEhgVK4tFEOLTppGaOZOUOWPghNtU6bT99mOwtdV16tLPojanFHLqv3ZitbVEa2tLt772qnduDrKDNrHhgAPoa20tcu6FECClayQ62dzsP6OOi8QiaAQ5okSQwyNM8wbDelsry0if0m4WjvdRZ/1eN93eXpBbBS63XW4wMFCxs22hbnPe19rKtMWLS/TXRcebv2EW9ywW1nObzWSoaW4uev4dF+k5PBtOi6OllIQikaI0dFYZ7X1OPpcrOc6JclIht9/XbZFeqqnJ0wkWjGME2aznucHBolmByYR2kDW+yLk4B270mwtwxhKn/IqRChd1VYoaxRtpyh4/g5CiRS1pf5lF1PPG6uvJdDsr+LLp0iwWviQWyv/dInFWNNALa8rdTiX6694dO6h12DLYU4OsSCyIREoGBnY9Y+Gc8TihUZ5CdFotb1HkINvqi5WpwGmxo5cGWd3Zy41ac0GdRdl655L/1EmbmDLrdYlu2cq84HQeU6Psh1HVICsR5JFokIvOa95L386dRbsGqp85EURiEUkkyj6DZb9vH2SNcPGV6sz12nZMtK5Z9NqsB0M4SyzCsVhBYuH0vPrRIBcFKiKRwnbqTgv0AELRaMmW634zN5RLm+pmYycH2Q/jukjPQyI1WdAOssYfAfdSt3KcjiWOkbIKF3WNpAyqTm4kEWSn1fp21K16rcYzFI065sVVz2tNg3r9htmBAaQti0XEpwa5XM2wooFe5Gwrzi2CDjyklEZ9dXB6ykbjTAdZhkIlzkTOxcmKxGKEzC1wRwu3zhgMBzljOpNOnbDrwNFDg6wO8tywUrJZiFDI8zctp0FWP7cW/JVEzKR07WCD1ItR0yCbU/ijkQdZtZ1VL3vN1Hf2471kQX6dj0p3vSuUwy7TGaXFV9Zz0+cQVBH2RcPlIshKFoucg4Mcdchi4Th4VNtLZRt2p/rsVA57ejk3ys7ClNMgl71CMXqRXjC0g6zxR8CRap9DQz/aOHXAQTYyGQ3Uh79cY+frXGU6OzUvsHVttRF3O69qp2hNjeNuejlFYmERURa9eFELMILO16vRDrqLYP/u3YXtlx3PVSYjgJQSGQ77jiCHzSwWFePw23nVhboFC8js3u0YXQrFYmS6u0vetz8X9u/aF0M5kbJFkMtRToOsfl5rpr5z+o5rTusAz7ocLQ2yKQkIhUJEgIhPzbmKUxtl3UufQ2BhtDTIg52dxB0Wmfql3CzESHG6d7vzqTrITkQUDXLWYUDrpkG2Dx7dtP1ujp5T++UnoFSpBnkkTm418iBP1giy3mpaUxGyTETZbbocjOnvHnPv+kRjI40HHFBRGVy1lg4OkMzn2b1unZECC5i2aFHJgjAwVmb3mdtVN7/tbWV1ZGoEZ6TbQfuNBoXMqG4+kxnWKHs0mPbzWtkHcplMYfFk/cKFZNPp4QhywCwWLYAs4yCnOztd602uu5tEU5Pj94IOPHavW+e6st7L2SiSWATRIMdiiIAaZBURCpHP5Yq0kl5TtJF4nHwmQ9uLL5Z02DKXo2/XLseZlfb162l++9tpWLyY7MAANYou0Jph8HK2amfPLr2eWe+6tmyhv60NMBZSTV+yxFOD3PbCC0ZGBfPzQp10uG+vdHd71q9n/tKliFCI7m3bCvKjZHMzDUqarfzgIBGH572SjUKymQyhRKLiRXrRZJKBtrYiJ6cos4dDBDnT00Pr2rWAsX13w/77A8Gc1MHOThI+Nq9wI5IoTkkWJMWcFzKXo3XtWvZu2lQ2qGJdb4jyGmQnWWAsFKLfNpj10iAbBTR+J7e85M435c8NLTcLUs5BnsgSi3A0Sj6bHbV6Ug20g6zxh9qYm1FFr3yLA+3tJKdPH37DjHyKUIi/XHMNkUSCWG0t2594gk9UmPkh091dsurebUTevnEjD59/PguOP56BvXtJNDRw0p13lhz3yIUXMv3QQ9m7aROHrljBP11+uWcZ1M47VlfHYFcXUc9vuON3Kio5fXpBZuGngbRHmWqamxnYs4eHzjuP/U45hf49e0g2NZHp7kYklAVSQDyVYrBMKi0hBIugoF92I8TOdm0AABf4SURBVJIwdsVqWLy4tIzd3a4LfoJKV7b97W9MP+SQwOcaVOuTk4PsUudjqRThoSFkhSvErTKpGTIGHeq2SvOpp9L56qsccuGFRe/XL1rEtpUrS+rR/KVLWf+zn/HA2Wdz8bp1JR1voqmJw668kvr5812veeA555RoRC0eOu88Zpqr59945BGu2LrVtWNceOKJbLz3XhafdlpBBpM066R9MBeKRh0j4gALly3jj5dfzqJly2g6+GD+eOml1M6bRyQeZ+czz3CR6VDC6G0UEjOfh3BjIxEq0yBHUynmHXssdYqtrUFgur295DmIJBK8/tBDvPbgg8x617vY9vjjXLphA2C0gfFp03xd9/3XXz+iLD9OGmS3QW0QDlmxgpd+8hNa3vGOknUDCz74QU768Y8Lr2vnzmXO2WfTe//9rlksrNR/2UzGUYPcGUCDrFIuElpJVDdeX89gV5fr55nu7kKqTycqcZDHFQ+J1GRAO8iawFijXi8HmXy+KAODtXgumkyS7e/nxFtvJTVzJj9/17sqLoeTXs9tRJ4dGGD+0qUsu+MOenfs4E9XXOF4zqG+Pk760Y949Xe/o+2FF8qWIZtOF6Yta2bNon/nTvx1V6X4XdgRSSYDLbaxN+xWpDs5fTrL7riDPRs28NRNNxnntEWQU9OnO+4opyKEIAJIr/oAzDzySEdpB7hrRCG4Bjk3NETLO9/p+JmXg2zJgqwIsv2aucFBxzqfmj6daF+f67RvOQr3pzjIfQ4LllRmnnMOxx13XOn7hx9O+8aNJZHCOUcfzZyjjy48b/ZBUzgWY9ntt3uWc94xx7h+JnM5lt1xBwC/PuEEBjs7Xaek5y9dyvylS4ves9oH+yCxZuZMdvzjH0VbL6vnmXfssYXZhezAACfedhvRZLKkXSmnQfYbQbaeh9CCBYaD7PN7KiIU4vjvfa/oPeuZdIpSRpJJOl9/nfffcAOHX3UVv3jPewy5TzxOX2srTUuW+LruopNOClxWezmsWQIYPQ3yUS55wAGaDj6YpoMPLryOpVIc9MUvkr3/fkf9bSQep99sr5wGtG4a5CGljXOTrXjJWeLTppFTUx76dETLbRrk1g5UHEFm/CQWFlqDrNmnsa+or0RKoDo5ozWidNI5u5VNjWbVzJhRkFGoqBGAcruEFc6rrsT3uUOa57n8OMiW5EBtHMtokNUGqrBZiJLKbWhgwNDe2hreVHNzocNxQwBRKBtB9cogkbdt+lL0vYD1zUuq4rWI08ogUJBY2DXIDhEpMGwU6e/H536DjmWy31+lGv5wIsFgR0fZDklduDkSnBb9WKkEgzznoXAY8vmS79TOns1AW5urI6DKb5zyCluU0yD7dXTjdXUM9vQQDoeJ4N+xLkdh4Oawlbm1wYclWatfsICerVsBHLNejBVjrUH2i5dzaG0FDhQGESquGmSvxYehEDKf99Qgp2bPZsiWC9kPyZaWokGHHacgEIxQYjHOm3bs81tNCyFOEUJsEkK8JoT4N4fP40KIX5mfrxFCLBrtgmqqhxwaKlpRX8liNHUhhN9IaTmcFnW4lU1t3EKRCNJBMzrY1VWYrkyZi4bKoT780dHQIPvZic26jq2hc8v/bG+gIoniLWcjiQR9ra3EGxpKnZ3mZnp9bMYQwZ+D7GYf6RFBDlrfvDoypxRbFn2trdTMmjW8SM9WVqcOFyCaSBDKZCqOIDvdX6VZYKwd78p1SKOlC3RKcWU9O5V0jPZy2fNi2ylyblwyl4D7ACxoBNlySEJCEAXX6wXFq16qCxnByGLStXkzMFxnx4Ox0iAHxXNBr7JIz02D7JgH2XZfTukMvepzatasQhQ6iAMaCocd+yILpz4u6DVUxlODDBCtrWWws9Nxu+zJQNmnWwgRBm4FTgUOBc4XQhxqO+wyoENKeQDwPeBbo11QTfWw6/cqSWemfsfecFX6sDtFT9yyWNijHdbCKPv5rNG632iwky6t0vvxG5FxkhxYU9Ru5y2aTk8kirYNDicSdG/ZMhw9ZTh9UG1zM31lHOSCxKKMg+zlBLhpRCF4ffOyo9e5rDysUkpEOEzO5vhlPVKviVxuRBKLkghyhXnEI4kEg52dZR2X0Yr+OZW9kNO4goGw/XkqFx31WzdGS4MMhhwlLKXReY5iBNltZqOQCs/BQR7Ys4eaEW7WUWkZq5WdwCt6qm484qZBLpcHuUSSZjnIHvebmj274CB7pWh0QoTDJX2RhVs7UGmaNxhfiUWisZF0R8c4XnF08ePWHwW8JqV8A0AI8Uvgw8AG5ZgPA18z//8b4IdCCCEn2Abc+Xye/v5+esZg2+N9mf7OTohECnbLh8N0t7cT87BjLp8vsrM0vxNuaSGXz9NrLqSQ4TBde/dWtNNe9/bt5FOpouvkhKC3o6PkN+7t6CAnROH9WGMjbVu2FKUDa3v9dWLTpxeOGUqny9aV/u5uBpV7jdTV0dvWVlEd6+/qImOzmxP5UIiuPXvISzl8bDRKV1sbcYdV6gPd3UXnzQlB965dhd80m83Su2MH0enTSZsdhdX5JBsbjd/fA2FG0zJS0jM0BC7lz4dC9Dj8NgDpnp6i30clk88z0N3t26bp3l7S2azj8flslkxfn+NnPTt2kKupMRxkhxy/OReJBRj1OJzNet6/GzIcpqe9nYTyvc6tW1lUX+96z27t2JCUDHR0kAXHz3P5PN3d3aR7ehjM5UbeFkYidO3ZU/S8hxsa2LtlC2lbvStHLp+n3/adkKnvdzuH+ryrZbC3P0P9/UXPqYXVDgWRStQ2NxMyB3pdmQxDo9Cf5ISgp6OjpNwAg1lj6GW1ddGZM2ldtcq451yOXo/tvkeCvY4N2p7DgdGqQwHpM+/XUYOsSCycZhSioZDRNijPqf2+ejs7yTNc56RZx3tsfYhKuKGB/ldeoaenh8HOTohGfdsl3tTE7jfecIwUd7/1FtLWxwEMmPWvEonFYD5fUTtVCaFUisHOTvfndwTZf8YDUc6HFUJ8BDhFSnm5+foi4D1SyquVY14yj9luvn7dPMY19HTkkUfKp59+ehRuwT+bN29msbmCPgqsGNerT16iQB9wt/n6DGAe4DXpXQv8p/L6LGAWkDb/vcl8/5MYI9pKHpPZwDds770feDdgXxc8DXgK+Lv5+iNAM6DGXOuAdcDj5utrgHJNyGzgZ8AO8/XHzGuVzxxcykzgl8CWMsctAw7BKPuPzPcuBmI45wedBfwC2Ga+fjdwPLAduAejo/k28CDwhHlM+1/+QpMpN/nJ2WfTuGCBa3mklDz/5JP8J+DlSi8F3gk47eNXDzyrXF9lAXAh4FfdPR/4DuC8HBC+wrAtVGYwPPX1r+eey+JVq2g202kB7N2yhZOuu44FRx5Z8t1vnHoqm9ra+B+fZVT5ELDQVt75wM14P2NOLAEuwXhWX3T4/J8x6s0c4Id4/15+WAHUAHGGn/f9gPMw6pWf+mzxOSAB/ByjbgLMBT4LuC3jOgZ4F0adagJuMd+/GqPNspgN3AW4iaae/MlPeN9hh/kq519uvpl1q1ax5623+Kavb5TnvcDR5v+/Z/usFvgqwzaYDlyJ0eakMH7H8WA28AmGbTgHuBNwV9COLX/6+tdZdvLJRe+1b97Mb66+mpYDD6Tttdf41MMPF33+ubPO4vvbip9++301AX/DaI8ALsDoGxLAM8Aqh7IsxuhT2jCijhngv33exzlAC8V9kYXaVzqx6b77OMi2NbkX0084gb0eWTNGm9Mwns/rXT6/8cYb+fKXvzxu5bEQQjwjpSxtyO3H+XCQzwVOtjnIR0kpP60cs948RnWQj5JSttvOdQVgpQ84GNjk/5ZGjWagvKhSo6JtFgxtr+BomwVD2ysY2l7B0TYLhrZXcKpls4VSytLE6Db8SCy2YwQ0LOYxHDCzH7NdCBHBCKKVLOmUUt6JMeisGkKIp/2MHDTDaJsFQ9srONpmwdD2Coa2V3C0zYKh7RWciW4zP8KrtcCBQoj9hBAxjFnkB23HPIgxywvGTMNfJ5r+WKPRaDQajUaj8UPZCLKUMiuEuBr4IxAGfiqlXC+EuB54Wkr5IPAT4OdCiNcwIscfG8tCazQajUaj0Wg0Y4Wv5HRSyt8Dv7e99xXl/2ng3NEt2phRVYnHJEXbLBjaXsHRNguGtlcwtL2Co20WDG2v4Exom5VdpKfRaDQajUaj0Uwl9FbTGo1Go9FoNBqNgnaQNRqNRqPRaDQaBe0gazTjgAi65ZFGo9FoNFOMidRXTmkHeSL9EJMFIUSzECJa7XJMFoQQBwkh6nXaw8rQz2gwtL3KI4SoEULEq12OyYgQYkr7DH4RQiTMtLganwgh6oUQyYnUV07Zyi6EOB24QXco/hFCnAn8AGP3X00ZhBAnAb8DPmC+Dle3RBMfIcRSIcS/CCE+KoSYNpEay4mIEOKdQojlQoh5QogaKaXUTow7QoizMXZe/4MQ4kNCiMXVLtNERwhxrBDiUgApZV7XL2+EEB8Cfgo8KoQ4znxP28wD02a/AB4UQiyrdnkspuSPJoQ4GWN78JX2Dlg7zM4IIY4GvgXcKaV83fbZlKxHXpjO8beAXRib5yClzFW1UBMcc9D6/4CZwOnAu5XP9HNpQwhxBvBz4Gzgs8DXhRDN2olxRgixH/BN4CYMB+ZU4CIhxDurWrAJjNmOPQBcLIT4Amgn2QshxCkY9et24D7gFiHEwVLKfHVLNnERQpyG4Y99A/g1cL0QIlXdUhlMuUouhDgM+BHwH1LKPwshGoUQhwshFgohUmYERnfGpewPPCilXCmEmC+EOF8IcbYQYrZuMIsRQnwQo45dIqU8HnibEGJFlYs1oRFC1AAfBz4ppbwWeBPDbkuEEE06MlqMECIJXABcLKW8HHgYeD/wHSHEDN0hO1IPbJdSrpVS/gK4C2MvgNOFEAurW7QJywHAtzEGYO/VTrI7QogEcDJwg5TyCSnlrcCjGAMxjQOmXPN44EtSytXAH4AM8DUhxDIhxJxqlm8qVvA9wBtAixk5eAj4GnAL8GWtFy1GGSx0A1YE9F7gOOAU4AEhxHzdIRexE7hASvm8+fpu4EDQkVAPJDAdWCqEmA18FKOO/Rtwu3b6SpDALOAdAFLKlcA6oA+4UjsvpZjPY6cQ4tPm66eBBzEkY0uqWbaJipTyNuA24CXgh8DRQohrzc/yplOoobBh2g8xpBWWnK4bs+0H3f7bkVIOAV+UUj4qhKjDiLqvBp4HLgJOrGb5psxGIeZIJSylTJtTbbcDBwE3SSl/LIQ4FrgC+JaU8sVqlnWiYC3Gk1IOCSHmA49hVNw/SSlvN4+5Bdgopfxx9Uo6MTDtFZJSDpqvhRn5PAK4H/iElPJvVS3kBMO0mZBSZoQQ7wZuBbqAp6SUXxZCLMJwkh+WUj5cvZJODGz2Og34AvBnoAlYBNyBMXOhZywAUwM6A4hLKX9urqM4BlgrpfyVecylwIeBj5gd9pRGsVnMjLRb7yeA9wJXYeys2wskgLun8uDVtNdMQEopf2377DTgOCnltUKIjwIdUso/VaGYEwrFZmEp5T3K+0uklBvN/5+PMUt2drWeyykRZRBCfBj4GfALIcSpUsrNwCXAdZZjJ6V8HONhn1Wtck4kFJvda9psG3AGcATGVK5FBqgd/xJOLBR73W1ODdVZMxFSymcxZiguEULUV7GYEwrFZvcIIZZLKdcC78OYltwMIKXcAkSB2VUq5oTBZq9lwBrgOgznuEtK+REp5Z+BRnNAO6URQhyPMdu1APisEOK7wCaMunWUJRcABjCcvSkf3XOw2W1CiLlQiJD+HfgK8K/AfwHPTXHn2LLXfOBfhRC322QBGSArhLgAQ2f7ZhWKOaGw2ezzqs2klBuVKLvECJZUz0+VUu7Tf8CRGFOPRwAfAh4HbgSabcedAzwHzK92mav952KzG4BG4ChgL3AtRiP5DHBwtcs8wez1GPAfwALlmMOBvwILq13eifDnUseuBxqAw4D/Az6JIbV4Bjig2mWeYPZ6zLRXo+24i8x2rLEa5ZwofxjO7reBz5mvExid8jcwZg6XY2SY+QuwATi82mWu9p+Lze7GXDirHPcpYCtwaLXLPIHtNct872QM2dPfgUOqXeZq/3nY7AfADOW4y4GngbdXs7xTIYK8EFgnpXxWGlO09wCnAWcKIULm36XA14EV0oiUTnXsNrsXo1M+T0r5FIaT3IkxsrtISrmpekWdEDjZ6wzgJEuLJqV8DniRKTJr4wOn5/J04DzgVQypxbkYGRo+IaV8rWolnRjY7fVLDHt9RGnHzgGuxli411HNwlYbafSyzwIHCyFmSiP6eRnGorN/llL+Xkp5JnAl8AHz+ZzSuNjskxhT4V9VDk0Cp0kpN1ShmBOGMvb6innYOoyZnk9KKV+uTkknDh42m4GxFgwhxMHA0Rjt/kvVKitMjc76TSAvhnPrNWH8QJcA75XG9NAq4HQp5frqFHHCYbdZI0ZU6iIhxFIp5WtSyh9LKW+a6o2kiVcdO9o6SEr5GWnIezTONnsOI5PF4VLK32E4gB+XUr5QpTJOJJyeyWeBixluxx7H0NFOWXuZGXbiZpaPfwB1wD8JYwOCfoxn8lghxFkAUspXpZTt1Stx9fFhs08A7zElPkgpvy+n8DqdAPY6HWO29ayp7lsEsNlyjADJpydCHYtUuwBjgRDiKAzdYq+U8mkhxMvAFUKIz2EMYk4TQlwBnAQ8KaV8pZrlnQgEsNkHMaZ3pzRB61g1yzpR8GmzTzH8XA5Ws7zVpoJ2rK2a5a025oKob2FMZ9cBn8eYzfms8bF4UUrZKoT4C4Y2dMoT0GbZ6pV0YhDQXkhjcVlXtco7EQhos5A52B+oWoEV9jkH2fwxvgE8AiwUQrRKKf9FGClE9geskVwjw2nLpjQBbaYbSW2vwASwWQPaZrqOBcBc1DMPYxOQq4GXMSLrazCyLtwOrDCPfQtjZfx/VaWwEwRts2BoewVnn7BZNQXQo/0H1GAkmj7BfL0AaAd+YjvuGoy8jlo0r22m7aVtNqH+tL0qslkYuBOYy3D60s9hSFNmA3MwUrl9hSm+qFjbTNtL28zf376mQRZAD8b2vkgpt2JsKXq0MPL1WjtQNQEXSi2aB22zoGh7BUfbLBjaXj4RQhwgjPzZDcA0DHtY6RW/h5EX+utAu5TyASnl9XKKLyrWNguGtldw9hWb7RMOshDiIAApZR9Gyp5HhRDnCiF+hLHi9nSgXgjRIKUcwNhm+nn3M+77aJsFQ9srONpmwdD2CoYQ4kMYG/B8ByOt4t3AVUKILyqH3YshQdGaY7TNgqLtFZx9yWaTXoNs/hi/FkI8JKX8qJTya0KIDuBgjFRk10ljJ7gZGJ1MpzWSmapomwVD2ys42mbB0PYKhhDifRgd8PlSyueEEHdipJ98H7BaGOkVf4mxa94RGJGsKZ36TtssGNpewdnXbDapt5oWQqQw9u6+H+MHiEspz3c4bgVGvsszpZR7xreUEwtts2BoewVH2ywY2l7BMTvig6SUPzNftwA/k0Zmj8UYOwymMTrnT8gJkDKq2mibBUPbKzj7ms0mtYMMIIwtCrsxdmS5A8hIKS8wP4sAJ2LsOHWFlHJd1Qo6gdA2C4a2V3C0zYKh7RUMMxKVklJ2m/+fDTwELJdGyqiFwFvmMVM6zZaFtlkwtL2Cs6/ZbNJrkKWUO6SUvWZE5VNAXAjxC/PjJUAMOEN3KsNomwVD2ys42mbB0PYKhpQyJ6XsNl8KDBnKXrMTXgF8CYhOhk54vNA2C4a2V3D2NZtN+giyHSFEM3AzxlRlCFgqpdxR3VJNbLTNgqHtFRxts2BoewVHCPEzoBVj45RLJvr07URA2ywY2l7Bmcw2m/SL9OxIKfcIIV4ATgWW6U6lPNpmwdD2Co62WTC0vfwjhBAYOw5+wPz3BCnlq9Ut1cRG2ywY2l7B2Rdsts85yEKIRmA5cNJkGqlUE22zYGh7BUfbLBjaXv4xs3lkhBA3AGsnWydcDbTNgqHtFZx9wWb7nMQCQAiRkFKmq12OyYS2WTC0vYKjbRYMba9gCCGE3Bc7tDFE2ywY2l7Bmcw22ycdZI1Go9FoNBqNplImfRYLjUaj0Wg0Go1mNNEOskaj0Wg0Go1Go6AdZI1Go9FoNBqNRkE7yBqNRqPRaDQajYJ2kDUajUaj0Wg0GgXtIGs0Go1Go9FoNAr/H67Gkxc0+XzWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# -------------------- Plot test results -------------------- #\n",
    "df = datasets_revised[index_test].reindex(dfs_x1[index_test].index)\n",
    "df['y'] = y_test\n",
    "df['y_pred'] = y_pred_test_bin\n",
    "c = crashes[index_test]\n",
    "t_start = ['1956-01-01', '1971-01-01', '1976-01-01', '1983-01-01', '1995-01-01', '2004-01-01', '2010-01-01']\n",
    "t_end = ['1963-01-01', '1981-01-01', '1983-01-01', '1988-01-01', '2003-01-01', '2010-01-01', '2016-01-01']\n",
    "rcParams['figure.figsize'] = 10, 6\n",
    "eval_.plot_test_results(df, c, t_start, t_end)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
